Widespread underestimation of sensitivity in differentially private libraries and how to fix it

Publication information:

Casacuberta, Sílvia, Michael Shoemate, Salil Vadhan, and Connor Wagaman. “Widespread Underestimation of Sensitivity in Differentially Private Libraries and How to Fix It”. Proceedings of the 29th ACM SIGSAC Conference on Computer and Communications Security (CCS ’22).

Abstract

Version History: Preprint version posted as arXiv:2207.10635 [cs.CR].