From Classifier Heads to Encoder Prototypes: Personalized Federated Learning with Head-Derived Clustering

Personalized federated learning must decide which clients should share representations. We introduce HDC-FL (Head-Derived Clustering for Personalized Federated Learning), which reads that decision off a signal shared-encoder training already produces: the client-specific classifi- er heads. At perio