added pfl paper list

materials/paper_list/Personalized_FL/README.md

@@ -1 +1,32 @@
-## The paper list of Personalized Federated Learning will go here.
+## Personalized Federated Learning
+This list is constantly being updated. Feel free to contribute!
+
+### 2022
+| Title | Venue | Link |  
+| --- | --- | --- | 
+| Towards Personalized Federated Learning.| Transactions on Neural Networks and Learning Systems | [pdf](https://arxiv.org/pdf/2103.00710)| 
+
+### 2021
+| Title | Venue | Link |  
+| --- | --- | --- | 
+| FedBN: Federated Learning on Non-IID Features via Local Batch Normalization. | ICLR | [pdf](https://arxiv.org/pdf/2102.07623), [code](https://github.com/med-air/FedBN) | 
+| Ditto: Fair and robust federated learning through personalization. | ICML | [pdf](https://arxiv.org/pdf/2012.04221), [code](https://github.com/litian96/ditto) | 
+| Parameterized Knowledge Transfer for Personalized Federated Learning. | NeurIPS | [pdf](https://arxiv.org/pdf/2111.02862) | 
+| Personalized Federated Learning with Gaussian Processes | NeurIPS | [pdf](https://arxiv.org/pdf/2106.15482), [code](https://github.com/IdanAchituve/pFedGP) | 
+| Federated muli-task learning under a mixture of distributions. | NeurIPS | [pdf](https://arxiv.org/pdf/2108.10252), [code](https://github.com/omarfoq/FedEM) | 
+| Personalized Federated Learning using Hypernetworks. | ICML | [pdf](https://arxiv.org/pdf/2103.04628), [code](https://github.com/AvivSham/pFedHN) | 
+| Personalized Federated Learning with First Order Model Optimization. | ICLR | [pdf](https://arxiv.org/pdf/2012.08565), [code](https://github.com/NVlabs/FedFomo) | 
+| Exploiting Shared Representations for Personalized Federated Learning. | ICML | [pdf](https://arxiv.org/pdf/2102.07078.pdf), [code](https://github.com/lgcollins/FedRep) | 
+
+
+### 2020
+| Title | Venue | Link |  
+| --- | --- | --- | 
+| Personalized federated learning with theoretical guarantees: A model-agnostic meta-learning approach. | NeurIPS | [pdf](https://proceedings.neurips.cc/paper/2020/file/24389bfe4fe2eba8bf9aa9203a44cdad-Paper.pdf) | 
+| Personalized federated learning with moreau envelopes. | NeurIPS | [pdf](https://proceedings.neurips.cc/paper/2020/file/f4f1f13c8289ac1b1ee0ff176b56fc60-Paper.pdf), [code](https://github.com/CharlieDinh/pFedMe) | 
+| An efficient framework for clustered federated learning. | NeurIPS | [pdf](https://arxiv.org/pdf/2006.04088), [code](https://github.com/jichan3751/ifca) | 
+
+### 2019
+| Title | Venue | Link |  
+| --- | --- | --- | 
+| Federated Evaluation of On-device Personalization| arXiv | [pdf](https://arxiv.org/abs/1910.10252) |