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Exactly Minimax-Optimal Locally Differentially Private Sampling

Neural Information Processing Systems

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