Escaping Saddle Points in Heterogeneous Federated Learning via Distributed SGD with Communication Compression

Sijin Chen, Zhize Li, Yuejie Chi

We consider the problem of finding second-order stationary points of heterogeneous federated learning (FL). Previous works in FL mostly focus on first-order convergence guarantees,…