Byzantine-robust decentralized stochastic optimization with stochastic gradient noise-independent learning error

Jie Peng, Weiyu Li, Qing Ling

Abstract: Highlights•Byzantine-robust decentralized stochastic optimization aid by variance reduction.•Optimal learning errors for TV-norm penalized decentralized stochastic optimization.•Extensive numerical experiments to demonstrate effectiveness of proposed methods.