Understanding Generalization of Federated Learning via Stability: Heterogeneity Matters

no code implementations • 6 Jun 2023 • Zhenyu Sun, Xiaochun Niu, Ermin Wei

While the existing literature has studied extensively the generalization performances of centralized machine learning algorithms, similar analysis in the federated settings is either absent or with very restrictive assumptions on the loss functions.

Federated Learning