A curated collection of academic surveys and reviews in the field of AI Agents, including Foundation Models, Multi-Agent Systems, Multimodal Interactions, Agent Design Patterns, GUI-based Agents, Conversational Agents, Game Agents, and more. If you have any relevant papers to contribute, please contact us at: agentspaceai@gmail.com
This repository is actively maintained and regularly updated with the latest research papers. Stay tuned for more updates! 🚀
AgentSpace精选 AI Agent 领域的学术综述与评论文献,涵盖基础模型、多智能体、多模态交互、智能体设计、图形界面智能体、对话智能体、游戏智能体等方向。如果您有相关论文推荐,欢迎联系我们：agentspaceai@gmail.com。
本仓库持续更新中，我们会定期添加最新的研究论文，欢迎持续关注！🚀
| Title of Paper | Paper link | Date |
|---|---|---|
| Deploying Foundation Model Powered Agent Services: A Survey | https://arxiv.org/pdf/2412.13437 | 2024/12/18 |
| A Survey on Large Language Model based Multi-Agent Systems | https://arxiv.org/pdf/2308.11432 | 2024/12/15 |
| Surveying the MLLM Landscape: A Meta-Review of Current Surveys | https://arxiv.org/pdf/2409.18991 | 2024/09/17 |
| Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security | https://arxiv.org/pdf/2401.05459 | 2024/05/08 |
| Foundation Model Sherpas: Guiding Foundation Models through Knowledge and Reasoning | https://arxiv.org/pdf/2402.01602 | 2024/02/02 |
| Agent AI: Surveying the Horizons of Multimodal Interaction | https://arxiv.org/pdf/2401.03568 | 2024/01/25 |
| Exploring Large Language Model based Intelligent Agents: Definitions, Methods, and Prospects | https://arxiv.org/pdf/2401.03428 | 2024/01/07 |
| Large Language Models Empowered Agent-based Modeling and Simulation: A Survey and Perspectives | https://arxiv.org/pdf/2312.11970 | 2023/12/19 |
| An In-depth Survey of Large Language Model-based Artificial Intelligence Agents | https://arxiv.org/pdf/2309.14365 | 2023/09/23 |
| The Rise and Potential of Large Language Model Based Agents: A Survey | https://arxiv.org/pdf/2309.07864 | 2023/09/19 |
| Title of Paper | Paper link | Date |
|---|---|---|
| A Review of Prominent Paradigms for LLM-Based Agents: Tool Use (Including RAG), Planning, and Feedback Learning | https://arxiv.org/pdf/2406.05804 | 2024/11/30 |
| TowardsRationality in Language and Multimodal Agents: A Survey | https://arxiv.org/pdf/2406.00252 | 2024/10/15 |
| A Survey on the Memory Mechanism of Large Language Model based Agents | https://arxiv.org/pdf/2404.13501 | 2024/04/21 |
| The Landscape of Emerging AI Agent Architectures for Reasoning, Planning, and Tool Calling: A Survey | https://arxiv.org/pdf/2404.11584 | 2024/04/17 |
| LLM as a Mastermind: A Survey of Strategic Reasoning with Large Language Models | https://arxiv.org/pdf/2404.01230 | 2024/04/01 |
| Understanding the planning of LLM agents: A survey | https://arxiv.org/pdf/2402.02716 | 2024/02/05 |
| Title of Paper | Paper link | Date |
|---|---|---|
| Prompt Design and Engineering: Introduction and Advanced Methods | arxiv.org/pdf/2401.14423 | 2024/05/05 |
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