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
A New Look and Convergence Rate of Federated Multi-Task Learning with Laplacian Regularization	Feb 14, 2021	Federated LearningFew-Shot 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
FLIS: Clustered Federated Learning via Inference Similarity for Non-IID Data Distribution	Aug 20, 2022	Federated LearningPersonalized Federated Learning	CodeCode Available	1	5
On Bridging Generic and Personalized Federated Learning for Image Classification	Jul 2, 2021	ClassificationFederated Learning	CodeCode Available	1	5
PerAda: Parameter-Efficient Federated Learning Personalization with Generalization Guarantees	Feb 13, 2023	Federated LearningGeneralization Bounds	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
Unlocking the Potential of Prompt-Tuning in Bridging Generalized and Personalized Federated Learning	Oct 27, 2023	Federated LearningPersonalized Federated Learning	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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