Author

Po-Ling Loh

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Preprint Oct 2026

One-Shot Private Confidence Regions via Resampling

A simple framework for constructing differentially private confidence regions by adding noise only to the final resampling quantile instead of privatizing the estimator computed on each resample, avoiding the computational and privacy costs of privatizing many intermediate resample statistics.

Shourya Pandey, Purnamrita Sarkar, Po-Ling Loh et al. · 0 citations

Preprint Oct 2026

One-Shot Private Confidence Regions via Resampling

We propose a simple framework for constructing differentially private confidence regions \textit{in one shot}, i.e., by adding noise only to the final resampling quantile instead of privatizing the estimator computed on each resample. The cost of privacy of our procedure is only logarithmic in the number of resamples $...

Shourya Pandey, Purnamrita Sarkar, Po-Ling Loh et al. · 0 citations