Low-Cost High-Power Membership Inference Attacks

no code implementations • 6 Dec 2023 • Sajjad Zarifzadeh, Philippe Liu, Reza Shokri

Under computation constraints, where only a limited number of pre-trained reference models (as few as 1) are available, and also when we vary other elements of the attack, our method performs exceptionally well, unlike some prior attacks that approach random guessing.

Inference Attack Membership Inference Attack