FMCL: Class-Aware Client Clustering with Foundation Model Representations for Heterogeneous Federated Learning

Mahad Ali, Laura J. Brattain

Federated Learning (FL) enables collaborative model training across distributed clients without sharing raw data, yet its performance deteriorates under statistical heterogeneity.…