Label-Only Membership Inference Attacks

Christopher A. Choquette-Choo, Florian Tramèr, Nicholas Carlini, Nicolas Papernot

Abstract: Membership inference is one of the simplest privacy threats faced by machine learning models that are trained on private sensitive data. In this attack, an adversary infers whether a particular poi...