Quan Minh Nguyen

Theoretically Unmasking Inference Attacks Against LDP-Protected Clients in Federated Vision Models

Federated Learning (FL) enables collaborative learning among clients via a coordinating server while avoiding direct data sharing, offering a perceived solution to preserve privacy. However, recent studies on Membership Inference Attacks (MIAs) have challenged this notion, showing high success rates…