Junyoung Kim

Personalized federated recommendation via long-horizon local optimization and regularized knowledge guidance

Abstract Federated Recommendation (FedRec) enables privacy-preserving recommendation by training models across user devices without sharing raw interaction data. However, personalized FedRec still faces a trade-off between personalization and resource efficiency. In this paper, w...