SA-PEF: Step-Ahead Partial Error Feedback for Efficient Federated Learning

Dawit Kiros Redie, Reza Arablouei, Stefan Werner

Biased gradient compression with error feedback (EF) reduces communication in federated learning (FL), but under non-IID data, the residual error can decay slowly, causing gradient…