Optimal Guarantees for Auditing Rényi Differentially Private Machine Learning

Benjamin D. Kim, Lav R. Varshney, Daniel Alabi

We study black-box auditing for machine learning algorithms that claim R \ 'enyi differential privacy (RDP) guarantees. We introduce an auditing framework, based on hypothesis test…