ShuKan Liu

SPMC: Self-Purifying Federated Backdoor Defense via Margin Contribution

Federated Learning (FL) enables collaborative training with privacy preservation but is vulnerable to backdoor attacks, where malicious clients degrade model performance on targeted inputs. These attacks exploit FL decentralized nature, while existing defenses, based on isolated behaviors and fixed…