Taming Gradient Variance in Federated Learning with Networked Control Variates

Xingyan Chen, Yaling Liu, Huaming Du +2

Federated learning, a decentralized approach to machine learning, faces significant challenges such as extensive communication overheads, slow convergence, and unstable improvement…