A Cautionary Tale: On the Role of Reference Data in Empirical Privacy Defenses

Caelin G. Kaplan, Chuan Xu, Othmane Marfoq +2

Within the realm of privacy-preserving machine learning, empirical privacy defenses have been proposed as a solution to achieve satisfactory levels of training data privacy without…