update paper list for fl-rec (#425)

materials/paper_list/FL-Recommendation/README.md

@@ -1,23 +1,43 @@
 ## Federated Learning for Recommendation
 
 ### 2022
-Coming soon!
+| Title | Venue | Link |  
+| --- | --- | --- | 
+| A Privacy-Preserving Oriented Service Recommendation Approach based on Personal Data Cloud and Federated Learning | IEEE ICWS | [pdf](https://ieeexplore.ieee.org/abstract/document/9885792) |
+| Personalized Federated Recommendation System with Historical Parameter Clustering | JAIHC | [pdf](https://link.springer.com/article/10.1007/s12652-022-03709-z) |
+| User-Controlled Federated Matrix Factorization for Recommender Systems | JIIS | [pdf](https://link.springer.com/article/10.1007/s10844-021-00688-z) |
+| Differential Private Knowledge Transfer for Privacy-Preserving Cross-Domain Recommendation | WWW | [pdf](https://arxiv.org/pdf/2202.04893.pdf) |
+| Towards Fair Federated Recommendation Learning: Characterizing the Inter-Dependence of System and Data Heterogeneity | RecSys | [pdf](https://arxiv.org/abs/2206.02633) | 
+| Personalized Federated Recommendation via Joint Representation Learning, User Clustering, and Model Adaptation | CIKM | [pdf](https://dl.acm.org/doi/pdf/10.1145/3511808.3557668) |
+| FedCDR: Federated Cross-Domain Recommendation for Privacy-Preserving Rating Prediction | CIKM | [pdf](https://dl.acm.org/doi/pdf/10.1145/3511808.3557320) | 
+| Cali3F: Calibrated Fast Fair Federated Recommendation System | IJCNN | [pdf](https://arxiv.org/abs/2205.13121) | 
+| Ranking-based Federated POI Recommendation with Geographic Effect | IJCNN | [pdf](https://ieeexplore.ieee.org/abstract/document/9892943) | 
+| FedCL: Federated Contrastive Learning for Privacy-Preserving Recommendation | arXiv | [pdf](https://arxiv.org/abs/2204.09850) | 
+| Federated Unlearning for On-Device Recommendation | arXiv | [pdf](https://arxiv.org/abs/2210.10958) | 
+| PrivateRec: Differentially Private Training and Serving for Federated News Recommendation | arXiv | [pdf](https://arxiv.org/abs/2204.08146) | 
 
 ### 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) |
+| Federated Social Recommendation with Graph Neural Network | ACM TIST | [pdf](https://arxiv.org/abs/2111.10778) |
+| PREFER: Point-of-interest REcommendation with efficiency and privacy-preservation via Federated Edge leaRning | ACM IMWUT | [pdf](https://dl.acm.org/doi/abs/10.1145/3448099) | 
+| Federated Neural Collaborative Filtering | ACM KBS | [pdf](https://arxiv.org/abs/2106.04405) | 
 | 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) | 
+| FedCT: Federated Collaborative Transfer for Recommendation | SIGIR | [pdf](https://dl.acm.org/doi/abs/10.1145/3404835.3462825) | 
 | 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) | 
+| Fedrec++: Lossless federated recommendation with explicit feedback | AAAI | [pdf](https://ojs.aaai.org/index.php/AAAI/article/view/16546) | 
+| 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) |
+| Uni-FedRec: A Unified Privacy-Preserving News Recommendation Framework for Model Training and Online Serving | EMNLP | [pdf]( https://aclanthology.org/2021.findings-emnlp.124.pdf), [code](https://github.com/taoqi98/UniFedRec) |
 | 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) | 
+| Learning Federated Representations and Recommendations with Limited Negatives | arXiv | [pdf](https://arxiv.org/abs/2108.07931), [code](https://git.io/federated_dual_encoder) | 
 
 ### 2020
 | Title | Venue | Link |  
 | --- | --- | --- | 
+| Practical Privacy Preserving POI Recommendation | ACM TIST | [pdf](https://arxiv.org/abs/2003.02834) | 
 | 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) |
@@ -29,3 +49,8 @@ Coming soon!
 | Title | Venue | Link |  
 | --- | --- | --- | 
 | Federated Collaborative Filtering for Privacy-Preserving Personalized Recommendation System | arXiv | [pdf](https://arxiv.org/abs/1901.09888) |
+
+### 2018
+| Title | Venue | Link |  
+| --- | --- | --- | 
+| Privacy Enhanced Matrix Factorization for Recommendation with Local Differential Privacy | IEEE TKDE | [pdf](https://ieeexplore.ieee.org/abstract/document/8290673) |