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"

13 / 13 papers shown

Title
Are Data Experts Buying into Differentially Private Synthetic Data? Gathering Community Perspectives Lucas Rosenblatt Bill Howe Julia Stoyanovich 59 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 67 0 0 16 Dec 2024
What's New in My Data? Novelty Exploration via Contrastive Generation Masaru Isonuma Ivan Titov 26 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 17 1 0 13 Oct 2024
Centering Policy and Practice: Research Gaps around Usable Differential Privacy Rachel Cummings Jayshree Sarathy 28 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 26 17 0 04 Jun 2024
Programming Frameworks for Differential Privacy Marco Gaboardi Michael Hay Salil P. Vadhan 25 1 0 17 Mar 2024
Integrating Differential Privacy and Contextual Integrity Sebastian Benthall Rachel Cummings 27 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 33 12 0 04 Nov 2023
Evaluating the Usability of Differential Privacy Tools with Data Practitioners Ivoline C. Ngong Brad Stenger Joseph P. Near Yuanyuan Feng 8 12 0 24 Sep 2023
Prior-itizing Privacy: A Bayesian Approach to Setting the Privacy Budget in Differential Privacy Zeki Kazan Jerome P. Reiter 19 3 0 19 Jun 2023
Analyzing the Differentially Private Theil-Sen Estimator for Simple Linear Regression Jayshree Sarathy Salil P. Vadhan 10 7 0 27 Jul 2022
Differential Privacy for Government Agencies -- Are We There Yet? Joerg Drechsler 21 20 0 17 Feb 2021