For counting queries on databases with independent entries, the paper derives exact privacy curves for pure statistical privacy, subsampling, and additive noise, and shows that the data distribution's entropy can sharply reduce privacy loss relative to differential privacy.
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Statistical Privacy
For counting queries on databases with independent entries, the paper derives exact privacy curves for pure statistical privacy, subsampling, and additive noise, and shows that the data distribution's entropy can sharply reduce privacy loss relative to differential privacy.