Minimax Estimation for Personalized Federated Learning: An Alternative between FedAvg and Local Training?

Shuxiao Chen, Qinqing Zheng, Qi Long +1

A widely recognized difficulty in federated learning arises from the statistical heterogeneity among clients: local datasets often originate from distinct yet not entirely unrelate…