Don't Look at the Data! How Differential Privacy Reconfigures the
Practices of Data Science

Don't Look at the Data! How Differential Privacy Reconfigures the Practices of Data Science

23 February 2023

Jayshree Sarathy

Tania Schlatter

Salil P. Vadhan

Papers citing "Don't Look at the Data! How Differential Privacy Reconfigures the Practices of Data Science"

14 / 14 papers shown

Title
Are Data Experts Buying into Differentially Private Synthetic Data? Gathering Community Perspectives Lucas Rosenblatt Bill Howe Julia Stoyanovich 78 0 0 17 Dec 2024
But Can You Use It? Design Recommendations for Differentially Private Interactive Systems Liudas Panavas Joshua Snoke Erika Tyagi C. Bowen Aaron R. Williams 82 0 0 16 Dec 2024
What's New in My Data? Novelty Exploration via Contrastive Generation Masaru Isonuma Ivan Titov 28 0 0 18 Oct 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 30 1 0 13 Oct 2024
What to Consider When Considering Differential Privacy for Policy Priyanka Nanayakkara Jessica Hullman 16 2 0 18 Sep 2024
Centering Policy and Practice: Research Gaps around Usable Differential Privacy Rachel Cummings Jayshree Sarathy 38 7 0 17 Jun 2024
Measure-Observe-Remeasure: An Interactive Paradigm for Differentially-Private Exploratory Analysis Priyanka Nanayakkara Hyeok Kim Yifan Wu Ali Sarvghad Narges Mahyar G. Miklau Jessica Hullman 31 17 0 04 Jun 2024
Programming Frameworks for Differential Privacy Marco Gaboardi Michael Hay Salil P. Vadhan 38 1 0 17 Mar 2024
Integrating Differential Privacy and Contextual Integrity Sebastian Benthall Rachel Cummings 37 8 0 28 Jan 2024
Bounded and Unbiased Composite Differential Privacy Kai Zhang Yanjun Zhang Ruoxi Sun Pei-Wei Tsai M. Hassan Xingliang Yuan Minhui Xue Jinjun Chen 40 30 0 04 Nov 2023
Evaluating the Usability of Differential Privacy Tools with Data Practitioners Ivoline C. Ngong Brad Stenger Joseph P. Near Yuanyuan Feng 29 12 0 24 Sep 2023
Prior-itizing Privacy: A Bayesian Approach to Setting the Privacy Budget in Differential Privacy Zeki Kazan Jerome P. Reiter 29 3 0 19 Jun 2023
Analyzing the Differentially Private Theil-Sen Estimator for Simple Linear Regression Jayshree Sarathy Salil P. Vadhan 31 7 0 27 Jul 2022
Differential Privacy for Government Agencies -- Are We There Yet? Joerg Drechsler 26 20 0 17 Feb 2021