Defending Against Saddle Point Attack in Byzantine-Robust Distributed Learning

Dong Yin, Yudong Chen, Kannan Ramchandran, Peter Bartlett

Abstract: We study robust distributed learning that involves minimizing a non-convex loss function with saddle points. We consider the Byzantine setting where some worker machines have abnormal or even arbit...