arxivcs.CV2026-07-15
FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging
Building foundation models for medical imaging requires pooling data across institutions, yet privacy regulations prohibit centralized aggregation. Existing Federated Foundation Models either fine-tune natural-image models with poor medical-domain transfer, or train from scratch…