ExactlyMinimax-OptimalLocallyDifferentially PrivateSampling

Neural Information Processing Systems 

The sampling problem under local differential privacyhasrecently been studied with potential applications to generative models, but a fundamental analysis of its privacy-utility trade-off (PUT) remains incomplete.