Mishaal Kazmi

PANORAMIA: Privacy Auditing of Machine Learning Models without Retraining

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 relying on generated non-member data, PANORAMIA eliminates the common dependency of privacy measurement tools on in-distributi…