Auditing $f$-Differential Privacy in One Run

Saeed Mahloujifar, Luca Melis, Kamalika Chaudhuri

Empirical auditing has emerged as a means of catching some of the flaws in the implementation of privacy-preserving algorithms. Existing auditing mechanisms, however, are either co…