Qingqian Yang

Stealthy Backdoor Attack in Federated Learning via Adaptive Layer-wise Gradient Alignment

The distributed nature of federated learning exposes it to significant security threats, among which backdoor attacks are one of the most prevalent. However, existing backdoor attacks face a trade-off between attack strength and stealthiness: attacks maximizing the attack strength are often detectab…