cs.LG

FedScalar: Federated Learning with Scalar Communication for Bandwidth-Constrained Networks

arXiv:2410.02260v3 Announce Type: replace
Abstract: In bandwidth-constrained federated learning~(FL) settings, the repeated upload of high-dimensional model updates from agents to a central server constitutes the primary bottleneck, often rendering st…