Toward Exact Convergence in Byzantine-Robust Decentralized Learning: A Statistical Identification Approach

Siyuan Zhang, Chengde Qian, Xin Liu +1

To defend against Byzantine attacks in decentralized learning, most existing methods rely on robust aggregation rules to mitigate the influence of malicious machines. However, thes…