Empirical Privacy Evaluations of Generative and Predictive Machine Learning Models -- A review and challenges for practice

We review the empirical testing of privacy in machine learning. We discuss whether and how these tests could be used when evaluating generative algorithms for deployment at statistical agencies and in the health care system.

November 2024 · Flavio Hafner, Chang Sun