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29 changes: 28 additions & 1 deletion README.md
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# adversarial-recommender-systems-survey
# Adversarial Machine Learning in Recommender Systems:Literature Review and Future Visions

A table of adversarial learning publications in recommender systems.

This table is complement of the survey below.

[**Adversarial Machine Learning in Recommender Systems:Literature Review and Future Visions** ](https://arxiv.org) **(Updated in April 2020. 15 AML-security papers and 45 GAN-based recommender papers).**

```
@article{sun2018adversarial,
title={Adversarial Machine Learning in Recommender Systems:Literature Review and Future Visions},
author={Yashar Deldjoo and Tommaso Di Noia and Felice Antonio Merra},
journal={arXiv preprint arXiv:xxxx.xxxx},
year={2020}
}
```

## Papers

### ADVERSARIAL MACHINE LEARNING FOR SECURITY OF RS
| Year | Title | Type | Target Task | Target Model | Venue | Link | Code |
|-------|--------|--------|--------|-----------|------------|---------------|---------|
| 2020 | **Network disruption: maximizing disagreement and polarization in social networks** | Attack | Manipulating Opinion | Graph Model, Social Network | Arxiv | [Link](https://arxiv.org/abs/2003.08377) | |


### DVERSARIAL LEARNING FOR GAN-BASED RECOMMENDATION
| Year | Title | Type | Target Task | Target Model | Venue | Link | Code |
|-------|--------|--------|--------|-----------|------------|---------------|-------|