Local or Global: Selective Knowledge Assimilation for Federated Learning with Limited Labels

Yae Jee Cho, Gauri Joshi, Dimitrios Dimitriadis

Many existing FL methods assume clients with fully-labeled data, while in realistic settings, clients have limited labels due to the expensive and laborious process of labeling. Li…