most citedOn the relation between statistical learning and perceptual distances

5 citations · 6 across the 3 of their papers we have counts for

collaborators
Showing cs.LGShow all

1 paper · 1 filter

cs.LG2022

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…