Tackling the Unlimited Staleness in Federated Learning with Intertwined Data and Device Heterogeneities

1 code implementation • 24 Sep 2023 • Haoming Wang, Wei Gao

Device heterogeneity is defined as the clients' variant latencies in uploading their local model updates due to heterogeneous conditions of local hardware resources, and causes the problem of staleness when being addressed by asynchronous FL.

Federated Learning