Liantao Wu

FlocOff: Data Heterogeneity Resilient Federated Learning with Communication-Efficient Edge Offloading

2024 · arXiv (Cornell University)

Federated Learning (FL) has emerged as a fundamental learning paradigm to harness massive data scattered at geo-distributed edge devices in a privacy-preserving way. Given the heterogeneous deployment of edge devices, however, their data are usually …