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 51–60 of 311 papers

Title	Date	Tasks	Status	Hype	Score
FedTP: Federated Learning by Transformer Personalization	Nov 3, 2022	Federated LearningPersonalized Federated Learning	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
FedPerfix: Towards Partial Model Personalization of Vision Transformers in Federated Learning	Aug 17, 2023	Federated LearningPersonalized Federated Learning	CodeCode Available	1	5
A Comprehensive View of Personalized Federated Learning on Heterogeneous Clinical Datasets	Sep 28, 2023	Federated LearningPersonalized Federated Learning	CodeCode Available	1	5
Parameterized Knowledge Transfer for Personalized Federated Learning	Nov 4, 2021	Federated LearningPersonalized Federated 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
Personalized Federated Learning with First Order Model Optimization	Dec 15, 2020	Federated Learningmodel	CodeCode Available	1	5
Hypernetwork-based Personalized Federated Learning for Multi-Institutional CT Imaging	Jun 8, 2022	Computed Tomography (CT)CT Reconstruction	CodeCode Available	1	5
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	0	5
Aggregating Intrinsic Information to Enhance BCI Performance through Federated Learning	Aug 14, 2023	Brain Computer InterfaceEEG	CodeCode Available	0	5

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