Degang Xu

Vertical Federated Learning in Medical AI: Concepts, Advances, and Challenges

The growing need for data-driven medical intelligence is constrained by strict privacy regulations and fragmented healthcare data distributed across multiple institutions. Vertical Federated Learning (VFL) offers a secure solution by enabling col-laborative model training on feature-partitioned datasets, where differen...