Personalized Federated Learning

The federated learning setup presents numerous challenges including data heterogeneity (differences in data distribution), device heterogeneity (in terms of computation capabilities, network connection, etc.), and communication efficiency. Especially data heterogeneity makes it hard to learn a single shared global model that applies to all clients. To overcome these issues, Personalized Federated Learning (PFL) aims to personalize the global model for each client in the federation.

Papers

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Showing 1–10 of 311 papers

Title	Date	Tasks	Status	Hype
PFLlib: A Beginner-Friendly and Comprehensive Personalized Federated Learning Library and Benchmark	Dec 8, 2023	Federated LearningPersonalized Federated Learning	CodeCode Available	4
GPFL: Simultaneously Learning Global and Personalized Feature Information for Personalized Federated Learning	Aug 20, 2023	FairnessFederated Learning	CodeCode Available	4
FedCP: Separating Feature Information for Personalized Federated Learning via Conditional Policy	Jul 1, 2023	Federated LearningPersonalized Federated Learning	CodeCode Available	4
Calibre: Towards Fair and Accurate Personalized Federated Learning with Self-Supervised Learning	Dec 28, 2024	FairnessFederated Learning	CodeCode Available	3
FedModule: A Modular Federated Learning Framework	Sep 7, 2024	Federated LearningPersonalized Federated Learning	CodeCode Available	2
ZooPFL: Exploring Black-box Foundation Models for Personalized Federated Learning	Oct 8, 2023	Federated LearningPersonalized Federated Learning	CodeCode Available	2
Adaptive Personalized Federated Learning	Mar 30, 2020	Bilevel OptimizationFederated Learning	CodeCode Available	2
Dual‑detector Re‑optimization for Federated Weakly Supervised Video Anomaly Detection Via Adaptive Dynamic Recursive Mapping	Jun 13, 2025	Anomaly DetectionAnomaly Detection In Surveillance Videos	CodeCode Available	1
PM-MOE: Mixture of Experts on Private Model Parameters for Personalized Federated Learning	Feb 1, 2025	DenoisingFederated Learning	CodeCode Available	1
Optimizing Personalized Federated Learning through Adaptive Layer-Wise Learning	Dec 10, 2024	Federated LearningPersonalized Federated Learning	CodeCode Available	1

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