SVDefense: Effective Defense against Gradient Inversion Attacks via Singular Value Decomposition

Chenxiang Luo, David K. Y. Yau, Qun Song

Federated learning (FL) enables collaborative model training without sharing raw data but is vulnerable to gradient inversion attacks (GIAs), where adversaries reconstruct private…