Byzantine-Robust Learning on Heterogeneous Data via Gradient Splitting

Yuchen Liu, Chen Chen, Lingjuan Lyu +3

Federated learning has exhibited vulnerabilities to Byzantine attacks, where the Byzantine attackers can send arbitrary gradients to a central server to destroy the convergence and…