personalized-federated-learning topic

List personalized-federated-learning repositories

pFedMe

282
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87
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Personalized Federated Learning with Moreau Envelopes (pFedMe) using Pytorch (NeurIPS 2020)

FedEM

152
Stars
28
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Official code for "Federated Multi-Task Learning under a Mixture of Distributions" (NeurIPS'21)

PersonalizedFL

315
Stars
40
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Personalized federated learning codebase for research

FedModule

146
Stars
21
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联邦学习模块化框架,支持各类FL。A universal federated learning framework, free to switch thread and process modes

pFedLA

75
Stars
9
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PyTorch implementation of Layer-wised Model Aggregation for Personalized Federated Learning

FL-bench

407
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60
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Benchmark of federated learning. Dedicated to the community. 🤗

knn-per

41
Stars
13
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Official code for "Personalized Federated Learning through Local Memorization" (ICML'22)

Per-FedAvg

38
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10
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PyTorch Implementation of Personalized federated learning with theoretical guarantees: A model-agnostic meta-learning approach

SuPerFed

26
Stars
4
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(SIGKDD 2022) Connected Low-Loss Subspace Learning for a Personalization in Federated Learning (https://arxiv.org/abs/2109.07628)

FedCollab

16
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2
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[ICML 2023] Optimizing the Collaboration Structure in Cross-Silo Federated Learning. Wenxuan Bao, Haohan Wang, Jun Wu, Jingrui He.