Beyond Passive Aggregation: Active Auditing and Topology-Aware Defense in Decentralized Federated Learning

Sheng Pan, Niansheng Tang

Decentralized Federated Learning (DFL) remains highly vulnerable to adaptive backdoor attacks designed to bypass traditional passive defense metrics. To address this limitation, we…