Yi-Yu Yang

HDP-FL: A Hierarchical Differential Privacy Framework for Federated Learning in Healthcare

Federated learning (FL) enables collaborative model training in Internet of Things (IoT)-enabled healthcare environments without directly sharing raw medical data. However, shared gradients and model parameters may still expose sensitive information, and uniform privacy budgets cannot reflect different medical-data sen...