cs.CR, cs.LG

FedSurrogate: Backdoor Defense in Federated Learning via Layer Criticality and Surrogate Replacement

arXiv:2605.11122v1 Announce Type: cross
Abstract: Federated Learning remains highly susceptible to backdoor attacks–malicious clients inject targeted behaviours into the global model. Existing defenses suffer from substantial false-positive rates und…