PANORAMIA: Privacy Auditing of Machine Learning Models without Retraining

Mishaal Kazmi, Hadrien Lautraite, Alireza Akbari +5

We present PANORAMIA, a privacy leakage measurement framework for machine learning models that relies on membership inference attacks using generated data as non-members. By relyin…