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 31–40 of 311 papers

Title	Date	Tasks	Status	Hype	Score
DisPFL: Towards Communication-Efficient Personalized Federated Learning via Decentralized Sparse Training	Jun 1, 2022	Federated LearningPersonalized Federated Learning	CodeCode Available	1	5
FedSSA: Semantic Similarity-based Aggregation for Efficient Model-Heterogeneous Personalized Federated Learning	Dec 14, 2023	Computational EfficiencyFederated Learning	CodeCode Available	1	5
Efficient Split-Mix Federated Learning for On-Demand and In-Situ Customization	Mar 18, 2022	Federated LearningPersonalized Federated Learning	CodeCode Available	1	5
An Empirical Study of Personalized Federated Learning	Jun 27, 2022	BIG-bench Machine LearningFederated Learning	CodeCode Available	1	5
Confidence-aware Personalized Federated Learning via Variational Expectation Maximization	May 21, 2023	Federated LearningPersonalized Federated Learning	CodeCode Available	1	5
Adaptive Test-Time Personalization for Federated Learning	Oct 28, 2023	Federated LearningPersonalized Federated Learning	CodeCode Available	1	5
Efficient Personalized Federated Learning via Sparse Model-Adaptation	May 4, 2023	Federated Learningmodel	CodeCode Available	1	5
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	5
Decoupling General and Personalized Knowledge in Federated Learning via Additive and Low-Rank Decomposition	Jun 28, 2024	Federated LearningGeneral Knowledge	CodeCode Available	1	5
FedPerfix: Towards Partial Model Personalization of Vision Transformers in Federated Learning	Aug 17, 2023	Federated LearningPersonalized Federated Learning	CodeCode Available	1	5

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