README.md

<h1 align="center">Awesome-Agent-Memory</h1>

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<h3 align="center">Rethinking Memory Mechanisms of Foundation Agents in the Second Half: A Survey</h3>


<p align="center">
  <img src="img/road_map.png" width="800" />
  <br/>
  <span style="font-size: 16px;"><i>Figure 1: Roadmap of foundation agent memory (2023–2025)</i></span>
</p>


## 🗞️ News

- 🎉 **2026-02-09** — Our paper is now available on arXiv! Check it out: [Rethinking Memory Mechanisms of Foundation Agents in the Second Half: A Survey](https://arxiv.org/abs/2602.06052).
- 🚀 **2026-01-14** — Repository initialized with paper list, taxonomy figures, and full contents.

## 📌 Introduction
As AI enters the **second half,** the core challenge shifts from chasing benchmark gains to delivering real utility in long-horizon, dynamic, and user-dependent environments—where agents face **context explosion** and must continuously accumulate, manage, and selectively reuse information across extended interactions.

This repository accompanies the survey *Rethinking Memory Mechanisms of Foundation Agents in the Second Half: A Survey*. The survey is based on a systematic literature collection and curates **218 key articles** published between **2023 Q1 and 2025 Q4**, and organizes foundation-agent memory via a unified taxonomy along three core design dimensions: **memory substrates**, **cognitive mechanisms**, and **memory subjects**. From a system perspective, it further analyzes memory operations in **single-agent and multi-agent** settings, highlights the growing role of **learning memory policies**, discusses **scaling** with context length and environment complexity, reviews **evaluation metrics and benchmarks**, and outlines six open challenges to guide next generation memory systems design.

> 💡 **We will continuously update this repository with newly released papers and resources. Contributions and open new issues are highly welcome.**


## 🗂️ Taxonomy

We categorize foundation agent memory along three orthogonal perspectives in Figure 2: **Memory Substrate**, **Memory Cognitive Mechanism**, and **Memory Subject**.

<p align="center">
  <img src="img/memory_main-compressed.png" width="800" />
  <br/>
  <span style="font-size: 16px;"><i>
    Figure 2: Taxonomy of Foundation Agent Memory — organized by (1) Memory Substrate (internal and external),
    (2) Memory Cognitive Mechanism (episodic, semantic, sensory, working, procedural), and
    (3) Memory Subject (user-centric and agent-centric).
  </i></span>
</p>

### 1) Memory Substrate (What Form is Represented)
- **External memory**: non-parametric stores (e.g., databases, vector stores, logs) that can be written/read by the agent.
- **Internal memory**: information internalized into model states or parameters.

### 2) Memory Cognitive Mechanism (How Memory Functions)
- **Sensory memory**: captures high-frequency, immediate or time-sensitive signals from recent inputs for rapid perception and filtering.
- **Working memory**: maintains short-term, task-relevant variables (goals, intermediate states, tool results) to support ongoing reasoning and action.
- **Episodic memory**: stores time-series interaction traces and experiences for later recall in similar situations.
- **Semantic memory**: abstracts stable facts and concepts from experiences/knowledge sources to enable generalization beyond specific episodes.
- **Procedural memory**: encodes reusable skills, routines, and action policies that improve how the agent acts over time.


### 3) Memory Subject (Who is Supported)
- **User-centric memory**: persistent user facts, preferences, and interaction history for personalization.
- **Agent-centric memory**: the agent’s own experience/trajectories/skills for task performance and self-improvement. 

For memory operations & management, learning policies, scalability, and evaluation, please refer to Sections 4–7 of our survey.

## 🧑‍💻 Applications

Foundation agent memory is a key component for **long-horizon performance and personalization** across a wide range of real-world domains, including **education**, **scientific research**, **gaming & simulation**, **robotics**, **dialog systems**, **healthcare**, **workflow automation**, **software engineering**, **online streaming & recommendation**, **information search**, **finance & accounting**, and **legal & consulting**. In practice, these settings often require agents to accumulate experiences, distill reusable skills, and maintain coherent histories over time. Please refer to application in out survey for more details.

<p align="center">
  <img src="img/application.png" width="800" />
  <br/>
  <span style="font-size: 16px;"><i>
    Figure 3: Applications of the Foundation Agent Memory System.
  </i></span>
</p>

## 📑 Paper List
We curate and organize representative papers on foundation agent memory using the taxonomy in the survey (Substrate, Cognitive Mechanism, and Subject). Below is a structured list to help you quickly navigate the design space.

- **2026-02-10** [arxiv 2026] [TraceMem: Weaving Narrative Memory Schemata from User Conversational Traces](https://arxiv.org/abs/2602.09712) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2026-02-09** [arxiv 2026] [STaR: Scalable Task-Conditioned Retrieval for Long-Horizon Multimodal Robot Memory](https://arxiv.org/abs/2602.09255) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2026-02-03** [arxiv 2026] [MEMORA: A Harmonic Memory Representation Balancing Abstraction and Specificity](https://arxiv.org/abs/2602.03315) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2026-01-30** [arxiv 2026] [Mem-T: Densifying Rewards for Long-Horizon Memory Agents](https://arxiv.org/abs/2601.23014) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2026-01-30** [arxiv 2026] [Darwinian Memory: A Training-Free Self-Regulating Memory System for GUI Agent Evolution](https://arxiv.org/abs/2601.22528) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2026-01-29** [arxiv 2026] [E-mem: Multi-agent based Episodic Context Reconstruction for LLM Agent Memory](https://arxiv.org/abs/2601.21714) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2026-01-29** [arxiv 2026] [ShardMemo: Masked MoE Routing for Sharded Agentic LLM Memory](https://arxiv.org/abs/2601.21545) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2026-01-29** [arxiv 2026] [MemOCR: Layout-Aware Visual Memory for Efficient Long-Horizon Reasoning](https://arxiv.org/abs/2601.21468) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2026-01-28** [arxiv 2026] [MemCtrl: Using MLLMs as Active Memory Controllers on Embodied Agents](https://arxiv.org/abs/2601.20831) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2026-01-28** [arxiv 2026] [BMAM: Brain-inspired Multi-Agent Memory Framework](https://arxiv.org/abs/2601.20465) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2026-01-28** [arxiv 2026] [AMA: Adaptive Memory via Multi-Agent Collaboration](https://arxiv.org/abs/2601.20352) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2026-01-28** [arxiv 2026] [Me-Agent: A Personalized Mobile Agent with Two-Level Use](https://arxiv.org/abs/2601.20162) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span>

- **2026-01-27** [arxiv 2026] [MAGNET: Towards Adaptive GUI Agents with Memory-Driven Knowledge Evolution](https://arxiv.org/abs/2601.19199) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2026-01-26** [arxiv 2026] [MemWeaver: Weaving Hybrid Memories for Traceable Long-Horizon Agentic Reasoning](https://arxiv.org/abs/2601.18204) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2026-01-09** [arxiv 2026] [Self-Evolving Distributed Memory Architecture for Scalable AI Systems](https://arxiv.org/abs/2601.05569) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>
- **2025-12-16** [arxiv 2025] [Astraea: A State-Aware Scheduling Engine for LLM-Powered
Agents](https://arxiv.org/abs/2512.14142) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-12-14** [arxiv 2025] [Memoria: A Scalable Agentic Memory Framework for Personalized Conversational AI](https://arxiv.org/abs/2512.12686) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-12-14** [arxiv 2025] [HINDSIGHT IS 20/20: BUILDING AGENT MEMORY
THAT RETAINS, RECALLS, AND REFLECTS](https://arxiv.org/abs/2512.12818) <a href="https://github.com/vectorize-io/hindsight"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/vectorize-io/hindsight?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-12-14** [arxiv 2025] [Forgetful but Faithful: A Cognitive Memory Architecture and Benchmark for Privacy-Aware Generative Agents](https://arxiv.org/abs/2512.12856) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-12-14** [arxiv 2025] [QwenLong-L1.5: Post-Training Recipe for Long-Context Reasoning and Memory Management](https://arxiv.org/abs/2512.12967) <a href="https://github.com/Tongyi-Zhiwen/Qwen-Doc"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/Tongyi-Zhiwen/Qwen-Doc?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-12-13** [arxiv 2025] [V-Rex: Real-Time Streaming Video LLM Acceleration via Dynamic KV Cache Retrieval](https://arxiv.org/abs/2512.12284) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span> 

- **2025-12-13** [arxiv 2025] [VideoARM: Agentic Reasoning over Hierarchical Memory for Long-Form Video Understanding](https://arxiv.org/abs/2512.12360) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-12-12** [arxiv 2025] [Unifying Dynamic Tool Creation and Cross-Task Experience Sharing through Cognitive Memory Architecture](https://arxiv.org/abs/2512.11303) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-12-11** [arxiv 2025] [Confucius Code Agent: Scalable Agent Scaffolding for Real-World Codebases](https://arxiv.org/abs/2512.10398) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-12-11** [arxiv 2025] [Remember Me, Refine Me: A Dynamic Procedural Memory Framework for Experience-Driven Agent Evolution](https://arxiv.org/abs/2512.10696) <a href="https://github.com/agentscope-ai/ReMe"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/agentscope-ai/ReMe?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-12-08** [arxiv 2025] [SIT-GRAPH: STATE INTEGRATED TOOL GRAPH FOR
MULTI-TURN AGENTS](https://arxiv.org/abs/2512.07287) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-12-08** [arxiv 2025] [DeepCode: Open Agentic Coding](https://arxiv.org/abs/2512.07921) <a href="https://github.com/HKUDS/DeepCode"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/HKUDS/DeepCode?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-12-07** [arxiv 2025] [PERSONAMEM-V2: Towards Personalized Intelligence via
Learning Implicit User Personas and Agentic Memory](https://arxiv.org/abs/2512.06688) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-12-04** [arxiv 2025] [Topology Matters: Measuring Memory Leakage in Multi-Agent LLMs](https://arxiv.org/abs/2512.04668) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-12-04** [arxiv 2025] [SEAL: Self-Evolving Agentic Learning for Conversational Question Answering over Knowledge Graphs](https://arxiv.org/abs/2512.04868) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-12-03** [arxiv 2025] [From Static to Adaptive: Immune Memory-based Jailbreak Detection for Large Language Models](https://arxiv.org/abs/2512.03356) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-12-03** [arxiv 2025] [MemVerse: Multimodal Memory for Lifelong Learning Agents](https://arxiv.org/abs/2512.03627) <a href="https://github.com/KnowledgeXLab/MemVerse"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/KnowledgeXLab/MemVerse?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-12-02** [arxiv 2025] [Vision to Geometry: 3D Spatial Memory for Sequential Embodied MLLM
Reasoning and Exploration](https://arxiv.org/abs/2512.02458) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-12-02** [arxiv 2025] [WorldMM: Dynamic Multimodal Memory Agent for Long Video Reasoning](https://arxiv.org/abs/2512.02425) <a href="https://github.com/wgcyeo/WorldMM"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/wgcyeo/WorldMM?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-12-01** [arxiv 2025] [CuES: A Curiosity-driven and Environment-grounded Synthesis Framework for Agentic RL](https://arxiv.org/abs/2512.01311) <a href="https://github.com/modelscope/AgentEvolver"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/modelscope/AgentEvolver?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-29** [arxiv 2025] [Describe Anything Anywhere At Any Moment](https://arxiv.org/abs/2512.00565) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-28** [arxiv 2025] [Adapting Like Humans: A Metacognitive Agent with Test-time Reasoning](https://arxiv.org/abs/2511.23262) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-28** [arxiv 2025] [Towards Continuous Intelligence Growth: Self-Training, Continual Learning,
and Dual-Scale Memory in SuperIntelliAgent](https://arxiv.org/abs/2511.23436) <a href="https://github.com/jianzhelin/Superintelliagent"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/jianzhelin/Superintelliagent?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-27** [arxiv 2025] [Solving Context Window Overflow in AI Agents](https://arxiv.org/abs/2511.22729) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-27** [arxiv 2025] [MG-Nav: Dual-Scale Visual Navigation via Sparse Spatial Memory](https://arxiv.org/abs/2511.22609) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-26** [arxiv 2025] [LOOM: Personalized Learning Informed by Daily LLM Conversations Toward
Long-Term Mastery via a Dynamic Learner Memory Graph](https://arxiv.org/abs/2511.21037) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-26** [arxiv 2025] [Agentic Learner with Grow-and-Refine Multimodal Semantic Memory](https://arxiv.org/abs/2511.21678) <a href="https://github.com/weihao-bo/ViLoMem"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/weihao-bo/ViLoMem?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-26** [arxiv 2025] [MADRA: Multi-Agent Debate for Risk-Aware Embodied Planning](https://arxiv.org/abs/2511.21460) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-25** [arxiv 2025] [Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory](https://arxiv.org/abs/2511.20857)

- **2025-11-25** [arxiv 2025] [Improving Language Agents through BREW](https://arxiv.org/abs/2511.20297) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-25** [arxiv 2025] [Latent Collaboration in Multi-Agent Systems](https://arxiv.org/abs/2511.20639) <a href="https://github.com/Gen-Verse/LatentMAS"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/Gen-Verse/LatentMAS?style=social" height="18" style="vertical-align:middle;"></span></a>

- **2025-11-23** [arxiv 2025] [General Agentic Memory Via Deep Research](https://arxiv.org/abs/2511.18423) <a href="https://github.com/VectorSpaceLab/general-agentic-memory"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/VectorSpaceLab/general-agentic-memory?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-21** [arxiv 2025] [A Benchmark for Procedural Memory Retrieval in
Lauguage Aagents](https://arxiv.org/abs/2511.21730) <a href="https://github.com/qpiai/Proced_mem_bench"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/qpiai/Proced_mem_bench?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-21** [arxiv 2025] [Episodic Memory in Agentic Frameworks: Suggesting Next Tasks](https://arxiv.org/abs/2511.17775) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-21** [arxiv 2025] [A Simple Yet Strong Baseline for Long-Term Conversational Memory of LLM Agents](https://arxiv.org/abs/2511.17208) <a href="https://github.com/KevinSRR/EMem"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/KevinSRR/EMem?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-21** [arxiv 2025] [MirrorMind: Empowering OmniScientist with the
Expert Perspectives and Collective Knowledge of
Human Scientists](https://arxiv.org/abs/2511.16997) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-20** [arxiv 2025] [Goal-Directed Search Outperforms Goal-agnostic
Memory Compression in Long-context Memory Tasks](https://arxiv.org/abs/2511.21726) <a href="https://github.com/zycyc/SUMER"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/zycyc/SUMER?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-18** [arxiv 2025] [AISAC: An Integrated multi-agent System for
Transparent, Retrieval-Grounded Scientific Assistance](https://arxiv.org/abs/2511.14043) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-18** [arxiv 2025] [O-Mem: Omni Memory System for Personalized, Long Horizon,
Self-Evolving Agents](https://arxiv.org/abs/2511.13593) <a href="https://github.com/OPPO-PersonalAI/O-Mem"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/OPPO-PersonalAI/O-Mem?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-17** [arxiv 2025] [Mem-PAL: Towards Memory-based Personalized Dialogue Assistants for Long-term User-Agent Interaction](https://arxiv.org/abs/2511.13410) <a href="https://github.com/hzp3517/Mem-PAL"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/hzp3517/Mem-PAL?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-17** [arxiv 2025] [WebCoach: Self-evolving Web Agents with
Cross-session Memory Guidance](https://arxiv.org/abs/2511.12997) <a href="https://github.com/genglinliu/WebCoach"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/genglinliu/WebCoach?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-15** [arxiv 2025] [GCAgent: Long-Video Understanding via Schematic and
Narrative Episodic Memory](https://arxiv.org/abs/2511.12027) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-13** [arxiv 2025] [Multi-agent In-context Coordination via Decentralized Memory Retrieval](https://arxiv.org/abs/2511.10030) <a href="https://github.com/LAMDA-RL/MAICC"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/LAMDA-RL/MAICC?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-12** [arxiv 2025] [History-Aware Reasoning for GUI Agent](https://arxiv.org/abs/2511.09127) <a href="https://github.com/BigTaige/HAR-GUI"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/BigTaige/HAR-GUI?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-11** [arxiv 2025] [From Experience to Strategy: Empowering LLM Agents with Trainable Graph Memory](https://arxiv.org/abs/2511.07800) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-11** [arxiv 2025] [Smarter Together: Creating Agentic Communities of Practice through Shared Experiential Learning](https://arxiv.org/abs/2511.08301) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-10** [arxiv 2025] [Beyond Fact Retrieval: Episodic Memory for RAG with Generative Semantic Workspaces](https://arxiv.org/abs/2511.07587) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-10** [arxiv 2025] [IterResearch: Rethinking Long-Horizon Agents via Markovian State Reconstruction](https://arxiv.org/abs/2511.07327) <a href="https://github.com/Alibaba-NLP/DeepResearch"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/Alibaba-NLP/DeepResearch?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-09** [arxiv 2025] [MemoriesDB: A Temporal-Semantic-Relational Database for Long-Term Agent Memory](https://arxiv.org/abs/2511.06179) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-07** [arxiv 2025] [Nested Learning: The Illusion of Deep Learning Architectures](https://arxiv.org/abs/2512.24695) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-05** [arxiv 2025] [Towards Realistic Project-Level Code Generation via Multi-Agent Collaboration and Semantic Architecture Modeling](https://arxiv.org/abs/2511.03404) <a href="https://github.com/whisperzqh/ProjectGen"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/whisperzqh/ProjectGen?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-11-05** [arxiv 2025] [HaluMem: Evaluating Hallucinations in Memory Systems of Agents](https://arxiv.org/abs/2511.03506) <a href="https://github.com/MemTensor/HaluMem"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/MemTensor/HaluMem?style=social" height="18" style="vertical-align:middle;"></span></a>

- **2025-11-04** [arxiv 2025] [MemSearcher: Training LLMs to Reason, Search and Manage Memory via End-to-End Reinforcement Learning](https://arxiv.org/abs/2511.02805) <a href="https://github.com/icip-cas/MemSearcher"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/icip-cas/MemSearcher?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-31** [arxiv 2025] [EvoMem: Improving Multi-Agent Planning with Dual-Evolving Memory](https://arxiv.org/abs/2511.01912) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-31** [arxiv 2025] [LiCoMemory: Lightweight and Cognitive Agentic Memory for Efficient Long-Term Reasoning](https://arxiv.org/abs/2511.01448) <a href="https://github.com/EverM0re/LiCoMemory"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/EverM0re/LiCoMemory?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-31** [arxiv 2025] [Dynamic Affective Memory Management for Personalized LLM Agents](https://arxiv.org/abs/2510.27418) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-29** [arxiv 2025] [TheraMind: A Strategic and Adaptive Agent for Longitudinal Psychological Counseling](https://arxiv.org/abs/2510.25758) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-29** [arxiv 2025] [CRMWeaver: Building Powerful Business Agent via Agentic RL and Shared Memories](https://www.arxiv.org/abs/2510.25333) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-28** [arxiv 2025] [AgentFold: Long-Horizon Web Agents with Proactive Context Management](https://arxiv.org/abs/2510.24699) <a href="https://github.com/Alibaba-NLP/DeepResearch"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/Alibaba-NLP/DeepResearch?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-28** [arxiv 2025] [MGA: Memory-Driven GUI Agent for Observation-Centric Interaction](https://arxiv.org/abs/2510.24168) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-27** [arxiv 2025] [Evaluating Long-Term Memory for Long-Context Question Answering](https://arxiv.org/abs/2510.23730) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-27** [arxiv 2025] [DeepAgent: A General Reasoning Agent with Scalable Toolsets](https://arxiv.org/abs/2510.21618) <a href="https://github.com/RUC-NLPIR/DeepAgent"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/RUC-NLPIR/DeepAgent?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-22** [NeurIPS 2025] [Memo: Training Memory-Efficient Embodied Agents with Reinforcement Learning](https://arxiv.org/abs/2510.19732) <a href="https://github.com/Memory-icrl/memo"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/Memory-icrl/memo?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-21** [arxiv 2025] [LightMem: Lightweight and Efficient Memory-Augmented Generation](https://arxiv.org/abs/2510.18866) <a href="https://github.com/zjunlp/LightMem"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/zjunlp/LightMem?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-18** [arxiv 2025] [Branch-and-Browse: Efficient and Controllable Web Exploration with Tree-Structured Reasoning and Action Memory](https://arxiv.org/abs/2510.19838) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-18** [arxiv 2025] [RGMem: Renormalization Group-based Memory Evolution for Language Agent User Profile](https://arxiv.org/abs/2510.16392) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-16** [arxiv 2025] [MoM: Mixtures of Scenario-Aware Document Memories for Retrieval-Augmented Generation Systems](https://www.arxiv.org/abs/2510.14252) <a href="https://github.com/MemTensor/MoM"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/MemTensor/MoM?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-15** [arxiv 2025] [D-SMART: Enhancing LLM Dialogue Consistency via Dynamic Structured Memory And Reasoning Tree](https://arxiv.org/abs/2510.13363) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-15** [arxiv 2025] [MemoTime: Memory-Augmented Temporal Knowledge Graph Enhanced Large Language Model Reasoning](https://arxiv.org/abs/2510.13614) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-14** [arxiv 2025] [Memory As Action: Autonomous Context Curation for Long-Horizon Agentic Tasks](https://arxiv.org/abs/2510.12635) <a href="https://github.com/ADaM-BJTU/MemAct"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/ADaM-BJTU/MemAct?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-13** [arxiv 2025] [Scaling Long-Horizon LLM Agent via Context-Folding](https://www.arxiv.org/abs/2510.11967) <a href="https://github.com/sunnweiwei/FoldAgent"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/sunnweiwei/FoldAgent?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-12** [arxiv 2025] [PISA: A Pragmatic Psych-Inspired Unified Memory System for Enhanced AI Agency](https://arxiv.org/abs/2510.15966) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-11** [arxiv 2025] [EpiCache: Episodic KV Cache Management for Long Conversational Question Answering](https://arxiv.org/abs/2509.17396?) <a href="https://github.com/apple/ml-epicache"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/apple/ml-epicache?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-10** [arxiv 2025] [Preference-Aware Memory Update for Long-Term LLM Agents](https://arxiv.org/abs/2510.09720) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-09** [arxiv 2025] [Seeing, Listening, Remembering, and Reasoning: A Multimodal Agent with Long-Term Memory](https://arxiv.org/abs/2508.09736) <a href="https://github.com/bytedance-seed/m3-agent"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/bytedance-seed/m3-agent?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-09** [arxiv 2025] [Multiple Memory Systems for Enhancing the Long-term Memory of Agent](https://arxiv.org/abs/2508.15294) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-09** [arxiv 2025] [MemWeaver: A Hierarchical Memory from Textual Interactive Behaviors for Personalized Generation](https://arxiv.org/abs/2510.07713) <a href="https://github.com/fishsure/MemWeaver"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/fishsure/MemWeaver?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-09** [arxiv 2025] [Enabling Personalized Long-term Interactions in LLM-based Agents through Persistent Memory and User Profiles](https://www.arxiv.org/abs/2510.07925) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-08** [arxiv 2025] [Scaling LLM Multi-turn RL with End-to-end Summarization-based Context Management](https://arxiv.org/abs/2510.06727) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-08** [arxiv 2025] [ToolMem: Enhancing Multimodal Agents with Learnable Tool Capability Memory](https://arxiv.org/abs/2510.06664) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-07** [NeurIPS 2025] [CAM: A Constructivist View of Agentic Memory for LLM-Based Reading Comprehension](https://arxiv.org/abs/2510.05520) <a href="https://github.com/rui9812/CAM"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/rui9812/CAM?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-06** [arxiv 2025] [Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models](https://www.arxiv.org/abs/2510.04618) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-06** [arxiv 2025] [LEGOMem: Modular Procedural Memory for Multi-agent LLM Systems for Workflow Automation](https://arxiv.org/abs/2510.04851) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-06** [arxiv 2025] [Pretraining with hierarchical memories: separating long-tail and common knowledge](https://arxiv.org/abs/2510.02375) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-10-01** [arxiv 2025] [ACON: Optimizing Context Compression for Long-horizon LLM Agents](https://arxiv.org/abs/2510.00615) <a href="https://github.com/microsoft/acon"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/microsoft/acon?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-09-30** [arxiv 2025] [Mem-α: Learning Memory Construction via Reinforcement Learning](https://arxiv.org/abs/2509.25911) <a href="https://github.com/wangyu-ustc/Mem-alpha"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/wangyu-ustc/Mem-alpha?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-09-29** [arxiv 2025] [MemGen: Weaving Generative Latent Memory for Self-Evolving AgentsMemGen: Weaving Generative Latent Memory for
Self-Evolving Agents](https://arxiv.org/abs/2509.24704) <a href="https://github.com/KANABOON1/MemGen"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/KANABOON1/MemGen?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-09-29** [arxiv 2025] [ReasoningBank: Scaling Agent Self-Evolving with Reasoning Memory](https://arxiv.org/abs/2509.25140v1) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-09-29** [arxiv 2025] [ViReSkill: Vision-Grounded Replanning with Skill Memory for LLM-Based Planning in Lifelong Robot Learning](https://arxiv.org/abs/2509.24219v1) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-09-27** [arxiv 2025] [Look Back to Reason Forward: Revisitable Memory for Long-Context LLM Agents](https://arxiv.org/abs/2509.23040) <a href="https://github.com/syr-cn/ReMemR1"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/syr-cn/ReMemR1?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-09-17** [arxiv 2025] [ReSum: Unlocking Long-Horizon Search Intelligence via Context Summarization](https://arxiv.org/abs/2509.13313) <a href="https://github.com/Alibaba-NLP/DeepResearch"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/Alibaba-NLP/DeepResearch?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-09-03** [arxiv 2025] [Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning](https://arxiv.org/abs/2508.19828?) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-08-25** [arxiv 2025] [Memento: Fine-tuning LLM Agents without Fine-tuning LLMs](https://www.arxiv.org/abs/2508.16153)  <a href="https://github.com/Agent-on-the-Fly/Memento"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/Agent-on-the-Fly/Memento?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-08-15** [arxiv 2025] [Learn to Memorize: Optimizing LLM-based Agents with Adaptive Memory Framework](https://arxiv.org/abs/2508.16629) <a href="https://github.com/nuster1128/learn_to_memorize"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/nuster1128/learn_to_memorize?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-08-13** [arxiv 2025] [Memp: Exploring Agent Procedural Memory](https://arxiv.org/abs/2508.06433?) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-08-13** [arxiv 2025] [Memory Decoder: A Pretrained, Plug-and-Play Memory for Large Language Models](https://www.arxiv.org/abs/2508.09874) <a href="https://github.com/LUMIA-Group/MemoryDecoder"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/LUMIA-Group/MemoryDecoder?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-08-05** [arxiv 2025] [Nemori: Self-Organizing Agent Memory Inspired by Cognitive Science](https://arxiv.org/abs/2508.03341) <a href="https://github.com/nemori-ai/nemori"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/nemori-ai/nemori?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-08-03** [arxiv 2025] [MLP Memory: A Retriever-Pretrained Memory for Large Language Models](https://arxiv.org/abs/2508.01832v2) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-07-31** [arxiv 2025] [MemInsight: Autonomous Memory Augmentation for LLM Agents](https://arxiv.org/abs/2503.21760) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-07-28** [arxiv 2025] [In Prospect and Retrospect: Reflective Memory Management for Long-term Personalized Dialogue Agents](https://arxiv.org/abs/2503.08026) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-07-27** [ACL 2025] [M2PA: A Multi-Memory Planning Agent for Open Worlds Inspired by Cognitive Theory](https://aclanthology.org/2025.findings-acl.1191.pdf) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-07-25** [arxiv 2025] [MemAgent: Reshaping Long-Context LLM with Multi-Conv RL-based Memory Agent](https://arxiv.org/abs/2507.02259v1) <a href="https://github.com/BytedTsinghua-SIA/MemAgent"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/BytedTsinghua-SIA/MemAgent?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-07-10** [arxiv 2025] [MIRIX: Multi-Agent Memory System for LLM-Based Agents](https://arxiv.org/abs/2507.07957) <a href="https://github.com/Mirix-AI/MIRIX"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/Mirix-AI/MIRIX?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-07-07** [arxiv 2025] [Evaluating memory in llm agents via incremental multi-turn interactions](https://arxiv.org/abs/2507.05257) <a href="https://github.com/HUST-AI-HYZ/MemoryAgentBench"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/HUST-AI-HYZ/MemoryAgentBench?style=social" height="18" style="vertical-align:middle;"></span></a>

- **2025-06-20** [arxiv 2025] [MemBench: Towards More Comprehensive Evaluation on the Memory of LLM-based Agents](https://arxiv.org/abs/2506.21605) <a href="https://github.com/import-myself/Membench"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/import-myself/Membench?style=social" height="18" style="vertical-align:middle;"></span></a>

- **2025-06-16** [arxiv 2025] [G-Memory: Tracing Hierarchical Memory for Multi-Agent Systems](https://arxiv.org/abs/2506.07398) <a href="https://github.com/bingreeky/GMemory"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/bingreeky/GMemory?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-06-14** [NeurIPS 2024 Datasets and Benchmarks] [BABILong: Testing the Limits of LLMs with Long Context Reasoning-in-a-Haystack](https://arxiv.org/abs/2406.10149) <a href="https://github.com/booydar/babilong"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/booydar/babilong?style=social" height="18" style="vertical-align:middle;"></span></a>

- **2025-05-30** [arxiv 2025] [Memory OS of AI Agent](https://arxiv.org/abs/2506.06326) <a href="https://github.com/BAI-LAB/MemoryOS"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/BAI-LAB/MemoryOS?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-05-30** [arxiv 2025] [Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning](https://arxiv.org/abs/2505.24478) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-05-27** [arxiv 2025] [Rethinking Memory in AI: Taxonomy, Operations, Topics, and Future Directions](https://arxiv.org/abs/2505.00675) <a href="https://github.com/Elvin-Yiming-Du/Survey_Memory_in_AI"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/Elvin-Yiming-Du/Survey_Memory_in_AI?style=social" height="18" style="vertical-align:middle;"></span></a>

- **2025-05-23** [arxiv 2025] [Collaborative Memory: Multi-User Memory Sharing in LLM Agents with Dynamic Access Control](https://arxiv.org/abs/2505.18279) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-05-21** [arxiv 2025] [Pre-training Limited Memory Language Models with Internal and External Knowledge](https://arxiv.org/abs/2505.15962) <a href="https://github.com/kilian-group/LMLM"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/kilian-group/LMLM?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-05-21** [arxiv 2025] [How Memory Management Impacts LLM Agents: An Empirical Study of Experience-Following Behavior](https://arxiv.org/abs/2505.16067) <a href="https://github.com/yuplin2333/agent_memory_manage"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/yuplin2333/agent_memory_manage?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-05-13** [arxiv 2025] [ReSurgSAM2: Referring Segment Anything in Surgical Video via Credible Long-term Tracking](https://arxiv.org/abs/2505.08581) <a href="https://github.com/jinlab-imvr/ReSurgSAM2"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/jinlab-imvr/ReSurgSAM2?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-05-11** [arxiv 2025] [Long Term Memory : The Foundation of AI Self-Evolution](https://arxiv.org/abs/2410.15665)

- **2025-05-06** [ACM UMAP 2025] [Procedural Memory Is Not All You Need: Bridging Cognitive Gaps in LLM-Based Agents](https://arxiv.org/abs/2505.03434) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-04-28** [arxiv 2025] [Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory](https://arxiv.org/abs/2504.19413) <a href="https://github.com/mem0ai/mem0"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/mem0ai/mem0?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-04-09** [arxiv 2025] [Inducing Programmatic Skills for Agentic Tasks](https://arxiv.org/abs/2504.06821) <a href="https://github.com/zorazrw/agent-skill-induction"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/zorazrw/agent-skill-induction?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-04-09** [arxiv 2025] [SkillWeaver: Web Agents can Self-Improve by Discovering and Honing Skills](https://arxiv.org/abs/2504.07079) <a href="https://github.com/OSU-NLP-Group/SkillWeaver"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/OSU-NLP-Group/SkillWeaver?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-03-31** [arxiv 2025] [Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems](https://arxiv.org/abs/2504.01990) <a href="https://github.com/FoundationAgents/awesome-foundation-agents"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/FoundationAgents/awesome-foundation-agents?style=social" height="18" style="vertical-align:middle;"></span></a>

- **2025-03-12** [arxiv 2025] [VideoScan: Enabling Efficient Streaming Video Understanding via Frame-level Semantic Carriers](https://arxiv.org/abs/2503.09387) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-03-09** [ICCV 2025] [Online Dense Point Tracking with Streaming Memory](https://arxiv.org/abs/2503.06471) <a href="https://github.com/DQiaole/SPOT"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/DQiaole/SPOT?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-03-07** [arxiv 2025] [Enhancing Reasoning with Collaboration and Memory](https://arxiv.org/abs/2503.05944) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-03-07** [arxiv 2025] [Interpersonal Memory Matters: A New Task for Proactive Dialogue Utilizing Conversational History](https://arxiv.org/abs/2503.05150) <a href="https://github.com/FrontierLabs/MapDia"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/FrontierLabs/MapDia?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-03-05** [ICLR 25 Workshop] [LM2: Large Memory Models for Long Context Reasoning](https://arxiv.org/abs/2502.06049) <a href="https://github.com/convergence-ai/lm2"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/convergence-ai/lm2?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-03-05** [CVPR 2025] [EgoLife: Towards Egocentric Life Assistant](https://arxiv.org/abs/2503.03803) <a href="https://github.com/EvolvingLMMs-Lab/EgoLife"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/EvolvingLMMs-Lab/EgoLife?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-03-03** [ICLR 2025] [SeCom: On Memory Construction and Retrieval for Personalized Conversational Agents](https://arxiv.org/abs/2502.05589) <a href="https://github.com/microsoft/SeCom"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/microsoft/SeCom?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-03-01** [ICLR 2025] [Streaming Video Question-Answering with In-context Video KV-Cache Retrieval](https://arxiv.org/abs/2503.00540) <a href="https://github.com/Becomebright/ReKV"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/Becomebright/ReKV?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-02-22** [arxiv 2025] [Echo: A Large Language Model with Temporal Episodic Memory](https://arxiv.org/abs/2502.16090) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-02-20** [ICML 2025] [From RAG to Memory: Non-Parametric Continual Learning for Large Language Models](https://arxiv.org/abs/2502.14802) <a href="https://github.com/OSU-NLP-Group/HippoRAG"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/OSU-NLP-Group/HippoRAG?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-02-17** [arxiv 2025] [MMRC: A Large-Scale Benchmark for Understanding Multimodal Large Language Model in Real-World Conversation](https://arxiv.org/abs/2502.11903) <a href="https://github.com/haochen-MBZUAI/MMRC"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/haochen-MBZUAI/MMRC?style=social" height="18" style="vertical-align:middle;"></span></a>

- **2025-02-17** [NeurIPS 2025] [A-Mem: Agentic Memory for LLM Agents](https://arxiv.org/abs/2502.12110) <a href="https://github.com/WujiangXu/A-mem"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/WujiangXu/A-mem?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-02-13** [arxiv 2025] [R3Mem: Bridging Memory Retention and Retrieval via Reversible Compression](https://arxiv.org/abs/2502.15957) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-02-04** [arxiv 2025] [Classroom Simulacra: Building Contextual Student Generative Agents in Online Education for Learning Behavioral Simulation](https://arxiv.org/abs/2502.02780) <a href="https://github.com/songlinxu/ClassroomSimulacra"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/songlinxu/ClassroomSimulacra?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-02-01** [arxiv 2025] [M+: Extending MemoryLLM with Scalable Long-Term Memory](https://arxiv.org/abs/2502.00592) <a href="https://github.com/wangyu-ustc/MemoryLLM"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/wangyu-ustc/MemoryLLM?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-02-01** [NeurIPS 2025] [ChunkKV: Semantic-Preserving KV Cache Compression for Efficient Long-Context LLM Inference](https://arxiv.org/abs/2502.00299) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-01-30** [arxiv 2025] [TeachTune: Reviewing Pedagogical Agents Against Diverse Student Profiles with Simulated Students](https://arxiv.org/abs/2410.04078) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-01-23** [ICLR 2025] [Streaming Video Understanding and Multi-round Interaction with Memory-enhanced Knowledge](https://arxiv.org/abs/2501.13468) <a href="https://github.com/hmxiong/StreamChat"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/hmxiong/StreamChat?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-01-22** [arxiv 2025] [SRMT: Shared Memory for Multi-agent Life-long Pathfinding](https://arxiv.org/abs/2501.13200) <a href="https://github.com/Aloriosa/srmt"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/Aloriosa/srmt?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2025-01-20** [arxiv 2025] [Zep: a temporal knowledge graph architecture for agent memory](https://arxiv.org/abs/2501.13956) <a href="https://github.com/getzep/graphiti"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/getzep/graphiti?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-12-31** [arxiv 2024] [Titans: Learning to Memorize at Test Time](https://arxiv.org/abs/2501.00663) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-12-10** [arxiv 2024] [MemReasoner: A Memory-augmented LLM Architecture for Multi-hop Reasoning](https://openreview.net/abs?id=ODcMy97cVZ) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-10-24** [ICLR 2025] [Longmemeval: Benchmarking chat assistants on long-term interactive memory](https://arxiv.org/abs/2410.10813) <a href="https://github.com/xiaowu0162/LongMemEval"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/xiaowu0162/LongMemEval?style=social" height="18" style="vertical-align:middle;"></span></a>

- **2024-10-24** [arxiv 2024] [RET-LLM: Towards a General Read-Write Memory for Large Language Models](https://arxiv.org/abs/2305.14322) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-10-17** [arxiv 2024] [PolySkill: Learning Generalizable Skills Through Polymorphic Abstraction](https://arxiv.org/abs/2510.15863) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-10-17** [ICLR 2025] [From Isolated Conversations to Hierarchical Schemas: Dynamic Tree Memory Representation for LLMs](https://arxiv.org/abs/2410.14052) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-10-13** [arxiv 2024] [Personalized Large Language Model Assistant with Evolving Conditional Memory](https://arxiv.org/abs/2312.17257) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-10-11** [UIST 2024] [Memolet: Reifying the Reuse of User-AI Conversational Memories](https://dl.acm.org/doi/10.1145/3654777.3676388) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-10-10** [arxiv 2024] [Agents Thinking Fast and Slow: A Talker-Reasoner Architecture](https://arxiv.org/abs/2410.08328) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-10-01** [ICLR 2025] [Self-updatable large language models by integrating context into model parameters](https://arxiv.org/abs/2410.00487) <a href="https://github.com/XinshuangL/SELF-PARAM"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/XinshuangL/SELF-PARAM?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-10-01** [arxiv 2024] [WALT: Web Agents that Learn Tools](https://arxiv.org/abs/2510.01524) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-09-30** [ECCV 2024] [VideoAgent: A Memory-Augmented Multimodal Agent for Video Understanding](https://arxiv.org/abs/2403.11481) <a href="https://github.com/YueFan1014/VideoAgent"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/YueFan1014/VideoAgent?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-09-30** [arxiv 2024] [MemSim: A Bayesian Simulator for Evaluating Memory of LLM-based Personal Assistants](https://arxiv.org/abs/2409.20163) <a href="https://github.com/nuster1128/MemSim"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/nuster1128/MemSim?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-09-28** [EMNLP 2024] [Crafting Personalized Agents through Retrieval-Augmented Generation on Editable Memory Graphs](https://arxiv.org/abs/2409.19401) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-09-23** [NAACL 2025] [MADial-Bench: Towards Real-world Evaluation of Memory-Augmented Dialogue Generation](https://arxiv.org/abs/2409.15240)

- **2024-09-11** [arxiv 2024] [Agent Workflow Memory](https://arxiv.org/abs/2409.07429) <a href="https://github.com/zorazrw/agent-workflow-memory"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/zorazrw/agent-workflow-memory?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-09-09** [WWW 2025] [MemoRAG: Boosting Long Context Processing with Global Memory-Enhanced Retrieval Augmentation](https://arxiv.org/abs/2409.05591) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-08-29** [arxiv 2024] [VideoLLM-MoD: Efficient Video-Language Streaming with Mixture-of-Depths Vision Computation](https://arxiv.org/abs/2408.16730) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-08-28** [arxiv 2024] [AI-native Memory: A Pathway from LLMs Towards AGI](https://arxiv.org/abs/2406.18312)

- **2024-08-01** [arxiv 2024] [SAM 2: Segment Anything in Images and Videos](https://arxiv.org/abs/2408.00714) <a href="https://github.com/facebookresearch/sam2"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/facebookresearch/sam2?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-07-31** [IEEE 2024] [VIPeR: Visual Incremental Place Recognition with Adaptive Mining and Continual Learning](https://arxiv.org/abs/2407.21416) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-07-22** [arxiv 2024] [A Human-Inspired Reading Agent with Gist Memory of Very Long Contexts](https://arxiv.org/abs/2402.09727) <a href="https://github.com/read-agent/read-agent.github.io"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/read-agent/read-agent.github.io?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-07-11** [SIGIR 2024] [On Generative Agents in Recommendation](https://dl.acm.org/doi/abs/10.1145/3626772.3657844) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-07-09** [arxiv 2024] [FinCon: A Synthesized LLM Multi-Agent System with Conceptual Verbal Reinforcement for Enhanced Financial Decision Making](https://arxiv.org/abs/2407.06567) <a href="https://github.com/The-FinAI/FinCon"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/The-FinAI/FinCon?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-07-06** [arxiv 2024] [MemoCRS: Memory-enhanced Sequential Conversational Recommender Systems with Large Language Models](https://arxiv.org/abs/2407.04960) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-07-01** [arxiv 2024] [Memory3 : Language Modeling with Explicit Memory](https://arxiv.org/abs/2407.01178) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-06-26** [ICRA 2024] [Lifelong Robot Library Learning: Bootstrapping Composable and Generalizable Skills for Embodied Control with Language Models](https://arxiv.org/abs/2406.18746) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-06-17** [CVPR 2024] [VideoLLM-online: Online Video Large Language Model for Streaming Video](https://arxiv.org/abs/2406.11816) <a href="https://github.com/showlab/VideoLLM-online"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/showlab/VideoLLM-online?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-06-09** [NAACL 2025] [Hello Again! LLM-powered Personalized Agent for Long-term Dialogue](https://arxiv.org/abs/2406.05925) <a href="https://github.com/leolee99/LD-Agent"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/leolee99/LD-Agent?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-06-06** [NeurIPS 2024] [Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models](https://arxiv.org/abs/2406.04271) <a href="https://github.com/YangLing0818/buffer-of-thought-llm"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/YangLing0818/buffer-of-thought-llm?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-06-03** [arxiv 2024] [Mobile-Agent-v2: Mobile Device Operation Assistant with Effective Navigation via Multi-Agent Collaboration](https://arxiv.org/abs/2406.01014) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-05-25** [NeurIPS 2024] [AutoManual: Constructing Instruction Manuals by LLM Agents via Interactive Environmental Learning](https://arxiv.org/abs/2405.16247) <a href="https://github.com/minghchen/automanual"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/minghchen/automanual?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-05-25** [arxiv 2024] [Streaming Long Video Understanding with Large Language Models](https://arxiv.org/abs/2405.16009) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-05-23** [NeurIPS 2024] [WISE: Rethinking the Knowledge Memory for Lifelong Model Editing of Large Language Models](https://arxiv.org/abs/2405.14768) <a href="https://github.com/zjunlp/EasyEdit"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/zjunlp/EasyEdit?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-05-23** [arxiv 2024] [Rethinking Agent Design: From Top-Down Workflows to Bottom-Up Skill Evolution](https://arxiv.org/abs/2505.17673) <a href="https://github.com/AngusDujw/Bottom-Up-Agent"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/AngusDujw/Bottom-Up-Agent?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-05-09** [NAACL 2025] [HMT: Hierarchical Memory Transformer for Efficient Long Context Language Processing](https://arxiv.org/abs/2405.06067) <a href="https://github.com/OswaldHe/HMT-pytorch"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/OswaldHe/HMT-pytorch?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-04-02** [arxiv 2024] [Self-Organized Agents: A LLM Multi-Agent Framework toward Ultra Large-Scale Code Generation and Optimization](https://arxiv.org/abs/2404.02183) <a href="https://github.com/tsukushiAI/self-organized-agent"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/tsukushiAI/self-organized-agent?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-03-31** [CHI 2024] ["My agent understands me better": Integrating Dynamic Human-like Memory Recall and Consolidation in LLM-Based](https://arxiv.org/abs/2404.00573) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-03-23** [arxiv 2024] [EduAgent: Generative Student Agents in Learning](https://arxiv.org/abs/2404.07963) <a href="https://github.com/EduAgent/EduAgent"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/EduAgent/EduAgent?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-03-13** [NeurIPS 2024] [AutoGuide: Automated Generation and Selection of Context-Aware Guidelines for Large Language Model Agents](https://arxiv.org/abs/2403.08978v2) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-03-07** [NeurIPS 2024] [Online Adaptation of Language Models with a Memory of Amortized Contexts](https://arxiv.org/abs/2403.04317) <a href="https://github.com/jihoontack/MAC"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/jihoontack/MAC?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-02-28** [ICCPR 2023] [Solving the lunar lander problem with multiple uncertainties using a deep Q-learning based short-term memory agent](https://dl.acm.org/doi/abs/10.1145/3633637.3633641) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-02-27** [ACL 2024] [Evaluating Very Long-Term Conversational Memory of LLM Agents](https://arxiv.org/abs/2402.17753) <a href="https://github.com/snap-research/LoCoMo"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/snap-research/LoCoMo?style=social" height="18" style="vertical-align:middle;"></span></a>

- **2024-02-26** [ACL 2024] [Unveiling the Truth and Facilitating Change: Towards Agent-based
Large-scale Social Movement Simulation](https://arxiv.org/abs/2402.16333) <a href="https://github.com/xymou/social_simulation"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/xymou/social_simulation?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-02-19** [arxiv 2024] [Beyond Retrieval: Embracing Compressive Memory in Real-World Long-Term Conversations](https://arxiv.org/abs/2402.11975) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-02-17** [ACL 2025] [KG-Agent: An Efficient Autonomous Agent Framework for Complex
Reasoning over Knowledge Graph](https://arxiv.org/abs/2402.11163) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-02-16** [arxiv 2024] [In Search of Needles in a 11M Haystack: Recurrent Memory Finds What LLMs Miss](https://arxiv.org/abs/2402.10790)

- **2024-02-15** [arxiv 2024] [User Behavior Simulation with Large Language Model based Agents](https://arxiv.org/abs/2306.02552v3) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-02-12** [arxiv 2024] [MemGPT: Towards LLMs as Operating Systems](https://arxiv.org/abs/2310.08560) <a href="https://github.com/letta-ai/letta"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/letta-ai/letta?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-02-07** [ICML 2024] [MEMORYLLM: Towards Self-Updatable Large Language Models](https://arxiv.org/abs/2402.04624) <a href="https://github.com/wangyu-ustc/MemoryLLM"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/wangyu-ustc/MemoryLLM?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-02-06** [arxiv 2024] [QuantAgent: Seeking Holy Grail in Trading by Self-Improving Large Language Model](https://arxiv.org/abs/2402.03755) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-02-06** [arxiv 2024] [RAP: Retrieval-Augmented Planning with Contextual Memory for Multimodal LLM Agents](https://arxiv.org/abs/2402.03610) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-02-02** [arxiv 2024] [A Multi-Agent Conversational Recommender System](https://arxiv.org/abs/2402.01135) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-01-30** [arxiv 2024] [War and Peace (WarAgent): LLM-based Multi-Agent Simulation of World Wars](https://arxiv.org/abs/2311.17227) <a href="https://github.com/agiresearch/WarAgent"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/agiresearch/WarAgent?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-01-26** [arxiv 2024] [Developing ChemDFM as a Large Language Foundation Model for Chemistry](https://arxiv.org/abs/2401.14818) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-01-23** [arxiv 2024] [TroVE: Inducing Verifiable and Efficient Toolboxes for Solving Programmatic Tasks](https://arxiv.org/abs/2401.12869)  <a href="https://github.com/zorazrw/trove"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/zorazrw/trove?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2024-01-05** [arxiv 2024] [From LLM to Conversational Agent: A Memory Enhanced Architecture with Fine-Tuning of Large Language Models](https://arxiv.org/abs/2401.02777) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-11-23** [arxiv 2023] [FinMem: A Performance-Enhanced LLM Trading Agent with Layered Memory and Character Design](https://arxiv.org/abs/2311.13743) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-11-15** [arxiv 2023] [Think-in-Memory: Recalling and Post-thinking Enable LLMs with Long-Term Memory](https://arxiv.org/abs/2311.08719) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-11-10** [arxiv 2023] [JARV IS-1: Open-world Multi-task Agents with Memory-Augmented Multimodal Language Models](https://arxiv.org/abs/2311.05997)  <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-10-24** [ACM Computing Surveys 2024] [Knowledge Editing for Large Language Models: A Survey](https://arxiv.org/abs/2310.16218)

- **2023-10-16** [EMNLP 2023] [Character-LLM: A Trainable Agent for Role-Playing](https://arxiv.org/abs/2310.10158) <a href="https://github.com/choosewhatulike/trainable-agents"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/choosewhatulike/trainable-agents?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-10-13** [arxiv 2023] [AgentCF: Collaborative Learning with Autonomous Language Agents for Recommender Systems](https://arxiv.org/abs/2310.09233) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-10-12** [arxiv 2023] [GameGPT: Multi-agent Collaborative Framework for Game Development](https://arxiv.org/abs/2310.08067v1) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-10-10** [arxiv 2023] [MetaAgents: Large Language Model Based Agents for Decision-making on Teaming](https://arxiv.org/abs/2310.06500) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-10-01** [arxiv 2023] [RoleLLM: Benchmarking, Eliciting, and Enhancing Role-Playing Abilities of Large Language Models](https://arxiv.org/abs/2310.00746) <a href="https://github.com/InteractiveNLP-Team/RoleLLM-public"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/InteractiveNLP-Team/RoleLLM-public?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-09-23** [ILCAI 2024] [AutoAgents: A Framework for Automatic Agent Generation](https://arxiv.org/abs/2309.17288) <a href="https://github.com/Link-AGI/AutoAgents"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/Link-AGI/AutoAgents?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-09-12** [SOSP 2023] [Efficient Memory Management for Large Language Model Serving with PagedAttention](https://arxiv.org/abs/2309.06180) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-09-07** [arxiv 2023] [TradingGPT: Multi-Agent System with Layered Memory and Distinct Characters for Enhanced Financial Trading Performance](https://arxiv.org/abs/2309.03736) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-08-31** [arxiv 2023] [Recommender AI Agent: Integrating Large Language Models for Interactive](https://arxiv.org/abs/2308.16505) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-08-28** [NAACL 2024] [RecMind: Large Language Model Powered Agent For Recommendation](https://arxiv.org/abs/2308.14296) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-08-25** [ICCV 2023] [Black-box Unsupervised Domain Adaptation with Bi-directional Atkinson-Shiffrin Memory](https://arxiv.org/abs/2308.13236) <a href="https://github.com/jingyi0000/BiMem"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/jingyi0000/BiMem?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-08-23** [arxiv 2023] [MemoChat: Tuning LLMs to Use Memos for Consistent Long-Range Open-Domain Conversation](https://arxiv.org/abs/2308.08239) <a href="https://github.com/LuJunru/MemoChat"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/LuJunru/MemoChat?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-08-14** [ICCV 2023] [Context-Aware Planning and Environment-Aware Memory for Instruction Following Embodied Agents](https://arxiv.org/abs/2308.07241) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-08-13** [arxiv 2023] [ChatHaruhi: Reviving Anime Character in Reality via Large Language Model](https://arxiv.org/abs/2308.09597) <a href="https://github.com/LC1332/Chat-Haruhi-Suzumiya"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/LC1332/Chat-Haruhi-Suzumiya?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-08-04** [ICLR 2024] [Retroformer: Retrospective Large Language Agents with Policy Gradient Optimization](https://arxiv.org/abs/2308.02151) <a href="https://github.com/weirayao/Retroformer"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/weirayao/Retroformer?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-08-01** [ICLR 2024] [MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework](https://arxiv.org/abs/2308.00352) <a href="https://github.com/FoundationAgents/MetaGPT"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/FoundationAgents/MetaGPT?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-07-29** [ICCV 2023] [XMem++: Production-level Video Segmentation From Few Annotated Frames](https://arxiv.org/abs/2307.15958) <a href="https://github.com/mbzuai-metaverse/XMem2"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/mbzuai-metaverse/XMem2?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-07-27** [arxiv 2023] [S3 : Social-network Simulation System with Large Language Model-Empowered Agents](https://arxiv.org/abs/2307.14984) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-07-24** [ICCV 2023] [GridMM: Grid Memory Map for Vision-and-Language Navigation](https://arxiv.org/abs/2307.12907) <a href="https://github.com/MrZihan/GridMM"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/MrZihan/GridMM?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="sensory" src="https://img.shields.io/badge/sensory-06b6d4?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-07-16** [ACL 2024] [ChatDev: Communicative Agents for Software Development](https://arxiv.org/abs/2307.07924) <a href="https://github.com/OpenBMB/ChatDev"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/OpenBMB/ChatDev?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-07-06** [NeurIPS 2023] [Focused Transformer: Contrastive Training for Context Scaling](https://neurips.cc/virtual/2023/poster/70287) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-06-24** [Energy Conversion and Management 2023] [Effective pre-training of a deep reinforcement learning agent by means of long short-term memory models for thermal energy management in buildings](https://www.sciencedirect.com/science/article/pii/S0196890423006490) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-06-13** [ICLR 2024] [Synapse: Trajectory-as-Exemplar Prompting with Memory for Computer Control](https://arxiv.org/abs/2306.07863) <a href="https://github.com/ltzheng/Synapse"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/ltzheng/Synapse?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-06-12** [arxiv 2023] [Augmenting Language Models with Long-Term Memory](https://arxiv.org/abs/2306.07174) <a href="https://github.com/Victorwz/LongMem"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/Victorwz/LongMem?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="internal" src="https://img.shields.io/badge/internal-f97316?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-06-06** [arxiv 2023] [ChatDB: Augmenting LLMs with Databases as Their Symbolic Memory](https://arxiv.org/abs/2306.03901) <a href="https://github.com/huchenxucs/ChatDB"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/huchenxucs/ChatDB?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-06-01** [arxiv 2023] [Ghost in the Minecraft: Generally Capable Agents for Open-World Environments via Large Language Models with Text-based Knowledge and Memory](https://arxiv.org/abs/2305.17144) <a href="https://github.com/OpenGVLab/GITM"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/OpenGVLab/GITM?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-05-26** [arxiv 2023] [AdaPlanner: Adaptive Planning from Feedback with Language Models](https://arxiv.org/abs/2305.16653) <a href="https://github.com/haotiansun14/AdaPlanner"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/haotiansun14/AdaPlanner?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-05-24** [EMNLP 2023] [Reasoning with Language Model is Planning with World Model](https://arxiv.org/abs/2305.14992) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-05-23** [arxiv 2023] [Voyager: An Open-Ended Embodied Agent with Large Language Models](https://arxiv.org/abs/2305.16291) <a href="https://github.com/MineDojo/Voyager"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/MineDojo/Voyager?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="procedural" src="https://img.shields.io/badge/procedural-84cc16?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-05-21** [AAAI 2024] [MemoryBank: Enhancing Large Language Models with Long-Term Memory](https://arxiv.org/abs/2305.10250) <a href="https://github.com/zhongwanjun/MemoryBank-SiliconFriend"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/zhongwanjun/MemoryBank-SiliconFriend?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-05-08** [ACL 2023] [Prompted LLMs as Chatbot Modules for Long Open-domain Conversation](https://arxiv.org/abs/2305.04533) <a href="https://github.com/krafton-ai/MPC"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/krafton-ai/MPC?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="working" src="https://img.shields.io/badge/working-6366f1?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-05-07** [Neurocomputing 2025] [Recursively Summarizing Enables Long-Term Dialogue Memory in Large Language Models](https://arxiv.org/abs/2308.15022v3) <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="user" src="https://img.shields.io/badge/user-a855f7?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="semantic" src="https://img.shields.io/badge/semantic-f59e0b?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-04-26** [DASFAA 2025] [SCM:Enhancing Large Language Model with Self-Controlled Memory Framework](https://arxiv.org/abs/2304.13343) <a href="https://github.com/wbbeyourself/SCM4LLMs"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/wbbeyourself/SCM4LLMs?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-04-07** [UIST 2023] [Generative Agents: Interactive Simulacra of Human Behavior](https://arxiv.org/abs/2304.03442) <a href="https://github.com/joonspk-research/generative_agents"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/joonspk-research/generative_agents?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2023-03-20** [NeurIPS 2023] [Reflexion: Language Agents with Verbal Reinforcement Learning](https://arxiv.org/abs/2303.11366) <a href="https://github.com/noahshinn/reflexion"><span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="GitHub stars" src="https://img.shields.io/github/stars/noahshinn/reflexion?style=social" height="18" style="vertical-align:middle;"></span></a> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="external" src="https://img.shields.io/badge/external-3b82f6?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="agent" src="https://img.shields.io/badge/agent-10b981?style=flat" height="18" style="vertical-align:middle;"></span> <span style="vertical-align:middle; display:inline-block; position:relative; top:-1px;"><img alt="episodic" src="https://img.shields.io/badge/episodic-ef4444?style=flat" height="18" style="vertical-align:middle;"></span>

- **2021-07-15** [ACL 2022] [Beyond Goldfish Memory∗: Long-Term Open-Domain Conversation](https://arxiv.org/abs/2107.07567)



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