Auditing Differential Privacy in High Dimensions with the Kernel Quantum Rényi Divergence

Carles Domingo-Enrich, Youssef Mroueh

Differential privacy (DP) is the de facto standard for private data release and private machine learning. Auditing black-box DP algorithms and mechanisms to certify whether they sa…