Published: 01 Jan 2022, Last Modified: 05 May 2023COLT 2022Readers: Everyone
Abstract:We introduce a universal framework for characterizing the statistical efficiency of a statistical estimation problem with differential privacy guarantees. Our framework, which we call High-dimensio...