Yongli Yang

BiFCL: A Bi‐Level Federated Contrastive Learning Framework With Auxiliary Model‐Guided Alignment

Overall, BiFCL provides an effective representation‐alignment strategy for heterogeneous federated learning when a small, diverse, and semantically relevant public, proxy or privacy‐preserving synthetic auxiliary source is available.