Preprint
Oct 2026
Adaptive Confidence Sets for Nonparametric Density Estimation under Local Differential Privacy
It is shown that smooth-rate adaptation becomes possible once one discards from the rough class the densities that lie outside the smooth class but within an $L^2$-radius of the order of the private testing rate.
Aditya Khan, Thibault Randrianarisoa
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