2 papers
cs.LG2024
UA-PDFL: A Personalized Approach for Decentralized Federated Learning
Hangyu Zhu, Yuxiang Fan, Zhenping Xie
Federated learning (FL) is a privacy preserving machine learning paradigm designed to collaboratively learn a global model without data leakage. Specifically, in a typical FL syste…
cs.LG2023
Federated Two Stage Decoupling With Adaptive Personalization Layers
Hangyu Zhu, Yuxiang Fan, Zhenping Xie
Federated learning has gained significant attention due to its groundbreaking ability to enable distributed learning while maintaining privacy constraints. However, as a consequenc…