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In this work, we propose a novel architecture (and several variants thereof)based on quantum cryptographic primitives with provable privacy and securityguarantees regarding membership inference attacks on generative models. Ourarchitecture can be used on top of any existing classical or quantum generativemodels. We argue that the use of quantum gates associated with unitaryoperators provides inherent advantages compared to standard DifferentialPrivacy based techniques for establishing guaranteed security from allpolynomial-time adversaries.

Quantum Solutions to the Privacy vs. Utility Tradeoff