Optimizing the Communication-Accuracy Trade-off in Federated Learning with Rate-Distortion Theory

Nicole Mitchell, Johannes Ballé, Zachary Charles +1

A significant bottleneck in federated learning (FL) is the network communication cost of sending model updates from client devices to the central server. We present a comprehensive…