Optimization Trade-offs in Asynchronous Federated Learning: A Stochastic Networks Approach

Abdelkrim Alahyane, Céline Comte, Matthieu Jonckheere

Synchronous federated learning scales poorly due to the straggler effect. Asynchronous algorithms increase the update throughput by processing updates upon arrival, but they introd…