SoK: Privacy Attacks on Machine Learning via Explainable AI

Abdullah Caglar Oksuz, Anisa Halimi, Erman Ayday

Machine learning explanations reveal model behavior beyond predictions, creating attack surfaces for model confidentiality and data privacy. We systematize 25 studies that exploit…