Membership Inference via Pairwise Likelihood Ratios

Shengjie Niu, Zebin Yun, Yeheng Ge +1

Membership inference attacks (MIAs) are the standard tool for auditing the privacy risks of machine learning models. Given a query point, an MIA aims to determine whether that poin…