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regular update for paper list about pFL and cross-device FL (#710)
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yxdyc authored Oct 19, 2023
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## Personalized Federated Learning
## Cross-Device and Personalized Federated Learning
This list is constantly being updated. Feel free to contribute!

### 2023
| Title | Venue | Link | Keywords | Note |
| --- | --- | --- | --- | --- |
| Towards Real-World Cross-Device Federated Learning | KDD | [pdf](https://arxiv.org/abs/2303.13363) | system, cross-Device, heterogeneous device-runtime, FS-Real |
| Personalized Federated Learning with Parameter Propagation | KDD | [pdf](https://dl.acm.org/doi/abs/10.1145/3580305.3599464) | adaptive parameter propagation, selective regularization, FEDORA |
| FedCP: Separating Feature Information for Personalized Federated Learning via Conditional Policy | KDD | [pdf](https://dl.acm.org/doi/abs/10.1145/3580305.3599345) | conditional policy, partial model parameters |
| Efficient Personalized Federated Learning via Sparse Model-Adaptation | ICML | [pdf](https://arxiv.org/abs/2305.02776) | sparse models, conditional policy, cross-Device, pFedGate |
| Personalized Federated Learning with Inferred Collaboration Graphs| ICML | [pdf](https://icml.cc/virtual/2023/poster/24966) | collaboration graph, pFedGraph, poisoning attacks |
| DoCoFL: Downlink Compression for Cross-Device Federated Learning | ICML | [pdf](https://icml.cc/virtual/2023/poster/23954) | communication compression, cross-device, anchor|
| Personalized Federated Learning with Feature Alignment and Classifier Collaboration | ICLR | [pdf](https://openreview.net/pdf?id=SXZr8aDKia) | Collaboration | feature alignment by regularization, theoretically-guaranteed heads combination
| Test-Time Robust Personalization for Federated Learning | ICLR | [pdf](https://openreview.net/pdf?id=3aBuJEza5sq) | Test-time Robustness |
| A Statistical Framework for Personalized Federated Learning and Estimation: Theory, Algorithms, and Privacy | ICLR | [pdf](https://openreview.net/pdf?id=FUiDMCr_W4o) | Statistical Estimation, Differential Privacy, Empirical/Hierarchical Bayes |
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