Defending the Edge: Representative-Attention Defense against Backdoor Attacks in Federated Learning

Chibueze Peace Obioma, Youcheng Sun, Mustafa A. Mustafa

Federated learning (FL) remains highly vulnerable to adaptive backdoor attacks that preserve stealth by closely imitating benign update statistics. Existing defenses predominantly…