Local Epochs as Optimal Stopping: Theory and Evidence in Federated Learning

Ke Xiao, Qiyuan Wang, Christos Anagnostopoulos

How long should each client train before communicating? Federated learning usually answers with a fixed, hand-tuned number of local epochs, yet an extra epoch helps only while the…