The Tail Tells All: Estimating Model-Level Membership Inference Vulnerability Without Reference Models

Euodia Dodd, Nataša Krčo, Igor Shilov +1

Membership inference attacks (MIAs) have emerged as the standard tool for evaluating the privacy risks of AI models. However, state-of-the-art attacks require training numerous, of…