Widespread Underestimation of Sensitivity in Differentially Private
Libraries and How to Fix It

v1v2 (latest)

Widespread Underestimation of Sensitivity in Differentially Private Libraries and How to Fix It

21 July 2022

Sílvia Casacuberta

Michael Shoemate

Salil P. Vadhan

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Papers citing "Widespread Underestimation of Sensitivity in Differentially Private Libraries and How to Fix It"

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Title
dpmm: Differentially Private Marginal Models, a Library for Synthetic Tabular Data Generation Sofiane Mahiou Amir Dizche Reza Nazari Xinmin Wu Ralph Abbey Jorge Silva Georgi Ganev 23 0 0 31 May 2025
Synopsis: Secure and private trend inference from encrypted semantic embeddings Madelyne Xiao Palak Jain Micha Gorelick Sarah Scheffler 319 0 0 29 May 2025
But Can You Use It? Design Recommendations for Differentially Private Interactive Systems Liudas Panavas Joshua Snoke Erika Tyagi C. Bowen Aaron R. Williams 111 0 0 16 Dec 2024
"I inherently just trust that it works": Investigating Mental Models of Open-Source Libraries for Differential Privacy Patrick Song Jayshree Sarathy Michael Shoemate Salil P. Vadhan 55 1 0 13 Oct 2024
Models Matter: Setting Accurate Privacy Expectations for Local and Central Differential Privacy Mary Anne Smart Priyanka Nanayakkara Rachel Cummings Gabriel Kaptchuk Elissa M. Redmiles 63 1 0 16 Aug 2024
The Complexities of Differential Privacy for Survey Data Jorg Drechsler James Bailie 81 3 0 13 Aug 2024
Better Gaussian Mechanism using Correlated Noise Christian Janos Lebeda 93 4 0 13 Aug 2024
DP-DyLoRA: Fine-Tuning Transformer-Based Models On-Device under Differentially Private Federated Learning using Dynamic Low-Rank Adaptation Jie Xu Karthikeyan P. Saravanan Rogier van Dalen Haaris Mehmood David Tuckey Mete Ozay 163 8 0 10 May 2024
Programming Frameworks for Differential Privacy Marco Gaboardi Michael Hay Salil P. Vadhan 73 1 0 17 Mar 2024
Elephants Do Not Forget: Differential Privacy with State Continuity for Privacy Budget Jiankai Jin C. Chuengsatiansup Toby C. Murray Benjamin I. P. Rubinstein Y. Yarom Olga Ohrimenko 87 9 0 31 Jan 2024
Qrlew: Rewriting SQL into Differentially Private SQL Nicolas Grislain Paul Roussel Victoria de Sainte Agathe 48 1 0 11 Jan 2024
Evaluating the Usability of Differential Privacy Tools with Data Practitioners Ivoline C. Ngong Brad Stenger Joseph P. Near Yuanyuan Feng 85 13 0 24 Sep 2023
A Floating-Point Secure Implementation of the Report Noisy Max with Gap Mechanism Zeyu Ding J. Durrell Daniel Kifer Prottay Protivash Guanhong Wang Yuxin Wang Yingtai Xiao Qiang Yan 45 1 0 15 Aug 2023
Analyzing the Differentially Private Theil-Sen Estimator for Simple Linear Regression Jayshree Sarathy Salil P. Vadhan 64 7 0 27 Jul 2022
Sound Randomized Smoothing in Floating-Point Arithmetics Václav Voráček Matthias Hein 82 4 0 14 Jul 2022