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Xiangyu Zhong

2 accepted papers

2025

Momentum-Driven Adaptivity: Towards Tuning-Free Asynchronous Federated Learning

ICML 2025poster

Asynchronous federated learning (AFL) has emerged as a promising solution to address system heterogeneity and improve the training efficiency of federated learning. However, existing AFL methods face two critical limitations: 1) they rely on strong assumptions about bounded data heterogeneity across…

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