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 151–160 of 311 papers

Title	Date	Tasks	Status	Hype
pFedLoRA: Model-Heterogeneous Personalized Federated Learning with LoRA Tuning	Oct 20, 2023	Federated LearningPersonalized Federated Learning	—Unverified	0
ZooPFL: Exploring Black-box Foundation Models for Personalized Federated Learning	Oct 8, 2023	Federated LearningPersonalized Federated Learning	CodeCode Available	2
A Comprehensive View of Personalized Federated Learning on Heterogeneous Clinical Datasets	Sep 28, 2023	Federated LearningPersonalized Federated Learning	CodeCode Available	1
Bayesian Personalized Federated Learning with Shared and Personalized Uncertainty Representations	Sep 27, 2023	Federated LearningPersonalized Federated Learning	—Unverified	0
Bold but Cautious: Unlocking the Potential of Personalized Federated Learning through Cautiously Aggressive Collaboration	Sep 20, 2023	Federated LearningPersonalized Federated Learning	CodeCode Available	1
Advancing Personalized Federated Learning: Group Privacy, Fairness, and Beyond	Sep 1, 2023	FairnessFederated Learning	—Unverified	0
PFL-GAN: When Client Heterogeneity Meets Generative Models in Personalized Federated Learning	Aug 23, 2023	Federated LearningGenerative Adversarial Network	—Unverified	0
GPFL: Simultaneously Learning Global and Personalized Feature Information for Personalized Federated Learning	Aug 20, 2023	FairnessFederated Learning	CodeCode Available	4
FedPerfix: Towards Partial Model Personalization of Vision Transformers in Federated Learning	Aug 17, 2023	Federated LearningPersonalized Federated Learning	CodeCode Available	1
Aggregating Intrinsic Information to Enhance BCI Performance through Federated Learning	Aug 14, 2023	Brain Computer InterfaceEEG	CodeCode Available	0

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