Adaptive Batch Size Time Evolving Stochastic Gradient Descent for Federated Learning

Variance reduction has been shown to improve the performance of Stochastic Gradient Descent (SGD) in centralized machine learning. However, when it is extended to federated learning systems, many issues may arise, including (i) mega-batch size settings; (ii) additional noise introduced by the gradie...

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Veröffentlicht in:	IEEE transactions on pattern analysis and machine intelligence. - 1979. - PP(2025) vom: 15. Sept.
1. Verfasser:	An, Xuming (VerfasserIn)
Weitere Verfasser:	Shen, Li, Luo, Yong, Hu, Han, Tao, Dacheng
Format:	Online-Aufsatz
Sprache:	English
Veröffentlicht:	2025
Zugriff auf das übergeordnete Werk:	IEEE transactions on pattern analysis and machine intelligence
Schlagworte:	Journal Article