Building Federated Multimodal AI Workflows with NVIDIA FLARE

NVIDIA FLARE coordinates federated VLM training across data-local sites, using externalization, tensor streaming, and disk-backed aggregation for large updates. FedUMM, a William & Mary-NVIDIA project that federates lightweight adapters over a frozen multimodal backbone, won an Outstanding Student Paper Award at TheWebConf 2026.