📑 arXiv 2d ago
Robust Synchronisation for Federated Learning in The Face of Correlated Device Failure
Probabilistic Synchronous Parallel (PSP) in federated learning assumes static, independent device behavior, causing unfair synchronization when device availability correlates with data distribution. Proposes robust synchronization methods to handle correlated device failures from mobility, power constraints, and user activity in edge deployments.