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 291–300 of 311 papers

Title	Date	Tasks	Status
BTFL: A Bayesian-based Test-Time Generalization Method for Internal and External Data Distributions in Federated learning	Mar 9, 2025	Federated LearningPersonalized Federated Learning	CodeCode Available
pFedMoE: Data-Level Personalization with Mixture of Experts for Model-Heterogeneous Personalized Federated Learning	Feb 2, 2024	Federated LearningMixture-of-Experts	CodeCode Available
Fed-CO2: Cooperation of Online and Offline Models for Severe Data Heterogeneity in Federated Learning	Dec 21, 2023	Domain GeneralizationFederated Learning	CodeCode Available
FedAli: Personalized Federated Learning with Aligned Prototypes through Optimal Transport	Nov 15, 2024	Activity RecognitionFederated Learning	CodeCode Available
FedAH: Aggregated Head for Personalized Federated Learning	Dec 2, 2024	Federated LearningPersonalized Federated Learning	CodeCode Available
PGFed: Personalize Each Client's Global Objective for Federated Learning	Dec 2, 2022	Federated LearningPersonalized Federated Learning	CodeCode Available
Aggregating Intrinsic Information to Enhance BCI Performance through Federated Learning	Aug 14, 2023	Brain Computer InterfaceEEG	CodeCode Available
Personalized Federated Learning with Mixture of Models for Adaptive Prediction and Model Fine-Tuning	Oct 28, 2024	Federated LearningPersonalized Federated Learning	CodeCode Available
DualFed: Enjoying both Generalization and Personalization in Federated Learning via Hierachical Representations	Jul 25, 2024	Federated LearningPersonalized Federated Learning	CodeCode Available
Uncertainty-Aware Label Refinement on Hypergraphs for Personalized Federated Facial Expression Recognition	Jan 3, 2025	Facial Expression RecognitionFacial Expression Recognition (FER)	CodeCode Available

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