Privacy-Preserving Federated Averaging with Byzantine Aggregators in Asynchronous Networks

Antonella Del Pozzo, Achille Desreumaux, Mathieu Gestin +2

Federated Learning requires secure aggregation to prevent gradient leakage, yet existing protocols suffer from key limitations: they assume synchrony, require heavy peer-to-peer co…