Securing Federated Learning against Backdoor Threats with Foundation Model Integration

Xiaohuan Bi, Xi Li

Federated Learning (FL) enables decentralized model training while preserving privacy. Recently, the integration of Foundation Models (FMs) into FL has enhanced performance but int…