Maximilian Egger

Bi-Directional Communication-Efficient Stochastic FL via Remote Source Generation

Federated Learning (FL) incurs high communication costs in both uplink and downlink. The literature largely focuses on lossy compression of model updates in deterministic FL. In contrast, stochastic (Bayesian) FL considers distributions over parameters, enabling uncertainty quantification, better ge…