SketchGuard: Scaling Byzantine-Robust Decentralized Federated Learning via Sketch-Based Screening

Murtaza Rangwala, Farag Azzedin, Richard O. Sinnott +1

Byzantine-robust decentralized federated learning (DFL) protects peer-to-peer training from malicious clients. The dominant defenses rely on similarity-based filtering, in which ea…