Universal Optimality and Robust Utility Bounds for Metric Differential
Privacy

Universal Optimality and Robust Utility Bounds for Metric Differential Privacy

3 May 2022

Natasha Fernandes

Annabelle McIver

Ming Ding

Papers citing "Universal Optimality and Robust Utility Bounds for Metric Differential Privacy"

8 / 8 papers shown

Title
Empirical Calibration and Metric Differential Privacy in Language Models Pedro Faustini Natasha Fernandes Annabelle McIver Mark Dras 70 0 0 18 Mar 2025
Practical Implications of Implementing Local Differential Privacy for Smart grids Khadija Hafeez M. H. Rehmani Sumita Mishra Donna O'Shea 44 0 0 14 Mar 2025
Metric geometry of the privacy-utility tradeoff M. Boedihardjo Thomas Strohmer Roman Vershynin 36 1 0 01 May 2024
Near-Universally-Optimal Differentially Private Minimum Spanning Trees Richard Hladík Jakub Tetek 37 2 0 23 Apr 2024
Advancing Personalized Federated Learning: Group Privacy, Fairness, and Beyond Filippo Galli Kangsoo Jung Sayan Biswas C. Palamidessi Tommaso Cucinotta FedML 36 10 0 01 Sep 2023
A novel analysis of utility in privacy pipelines, using Kronecker products and quantitative information flow Mário S. Alvim Natasha Fernandes Annabelle McIver Carroll Morgan Gabriel H. Nunes 29 5 0 22 Aug 2023
Directional Privacy for Deep Learning Pedro Faustini Natasha Fernandes Shakila Mahjabin Tonni Annabelle McIver Mark Dras 19 1 0 09 Nov 2022
Optimal Geo-Indistinguishable Mechanisms for Location Privacy N. E. Bordenabe K. Chatzikokolakis C. Palamidessi 57 275 0 20 Feb 2014