Generative Models with Information-Theoretic Protection Against Membership Inference Attacks

Parisa Hassanzadeh, Robert E. Tillman

Deep generative models, such as Generative Adversarial Networks (GANs), synthesize diverse high-fidelity data samples by estimating the underlying distribution of high dimensional…