Assessing Per-Sample Membership Inference Vulnerability without Retraining

Valentin Dorseuil, Jamal Atif, Olivier Cappé

Recent work in the privacy literature shows that sample-targeted membership inference attacks (MIAs) significantly outperform untargeted approaches by a wide margin. Motivated by t…