Peyman Gholami

Improved Generalization Bounds for Communication Efficient Federated Learning

2024 · arXiv (Cornell University)

This paper focuses on reducing the communication cost of federated learning by exploring generalization bounds and representation learning. We first characterize a tighter generalization bound for one-round federated learning based on local clients' generalizations and …