2 papers
cs.CR2025
Slowly Scaling Per-Record Differential Privacy
Brian Finley, Anthony M Caruso, Justin C Doty +5
We develop formal privacy mechanisms for releasing statistics from data with many outlying values, such as income data. These mechanisms ensure that a per-record differential priva…
cs.CR2025
Debiasing Functions of Private Statistics in Postprocessing
Flavio Calmon, Elbert Du, Cynthia Dwork +2
Given a differentially private unbiased estimate of a statistic , we wish to obtain unbiased estimates of functions of , such as , solely t…