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Add paper list for FedRec #68

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merged 9 commits into from
May 9, 2022
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## Federated Learning for Recommendation

### 2022
Coming soon!

### 2021
| Title | Venue | Link |
| --- | --- | --- |
| Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation | EMNLP | [pdf](https://aclanthology.org/2021.emnlp-main.223), [code](https://github.com/yjw1029/Efficient-FedRec) |
| POI Recommendation with Federated Learning and Privacy Preserving in Cross Domain Recommendation | INFOCOM workshop | [pdf](https://ieeexplore.ieee.org/document/9484510) |
| Fast-adapting and Privacy-preserving Federated Recommender System | VLDB Journal | [pdf](https://arxiv.org/abs/2104.00919) |
| Stronger Privacy for Federated Collaborative Filtering with Implicit Feedback | RecSys | [pdf](https://arxiv.org/abs/2105.03941) |
| A Payload Optimization Method for Federated Recommender Systems | RecSys | [pdf](https://arxiv.org/abs/2107.13078) |
| Practical and Secure Federated Recommendation with Personalized Masks | arXiv | [pdf](https://arxiv.org/abs/2109.02464) |
| FedGNN: Federated Graph Neural Network for Privacy-Preserving Recommendation | arXiv | [pdf](https://arxiv.org/abs/2102.04925) |
| Federated Neural Collaborative Filtering | arXiv | [pdf](https://arxiv.org/abs/2106.04405) |

### 2020
| Title | Venue | Link |
| --- | --- | --- |
| Secure Federated Matrix Factorization | IEEE Intelligent Systems | [pdf](https://ieeexplore.ieee.org/abstract/document/9162459), [code](https://github.com/Di-Chai/FedMF) |
| FedRec: Federated Recommendation With Explicit Feedback | IEEE Intelligent Systems | [pdf](https://ieeexplore.ieee.org/abstract/document/9170754), [code](https://csse.szu.edu.cn/staff/panwk/publications/FedRec/) |
| Privacy-Preserving News Recommendation Model Learning | EMNLP | [pdf](https://aclanthology.org/2020.findings-emnlp.128/), [code](https://github.com/taoqi98/FedNewsRec) |
| Federated Recommendation System via Differential Privacy | IEEE ISIT | [pdf](https://arxiv.org/abs/2005.06670) |
| Meta Matrix Factorization for Federated Rating Predictions | SIGIR | [pdf](https://arxiv.org/abs/1910.10086), [code](https://github.com/TempSDU/MetaMF) |
| FedFast: Going Beyond Average for Faster Training of Federated Recommender Systems | KDD | [pdf](https://dl.acm.org/doi/10.1145/3394486.3403176) |

### 2019
| Title | Venue | Link |
| --- | --- | --- |
| Federated Collaborative Filtering for Privacy-Preserving Personalized Recommendation System | arXiv | [pdf](https://arxiv.org/abs/1901.09888) |