Ayano Nakai-Kasai

Deep Unfolding-based Weighted Averaging for Federated Learning in Heterogeneous Environments

2022 · arXiv (Cornell University)

Federated learning is a collaborative model training method that iterates model updates by multiple clients and aggregation of the updates by a central server. Device and statistical heterogeneity of participating clients cause significant performance degradation …