2022
What Do We Mean by Generalization in Federated Learning?
ICLR 2022poster
Federated learning data is drawn from a distribution of distributions: clients are drawn from a meta-distribution, and their data are drawn from local data distributions. Generalization studies in federated learning should separate performance gaps from unseen client data (out-of-sample gap) from pe…