Cryptography and Security · Computer Science
Incompatibilities Between Current Practices in Statistical Data Analysis and Differential Privacy
Joshua Snoke, Claire McKay Bowen, Aaron R. Williams, Andrés F. Barrientos
2023-10-02
Human-Computer Interaction · Computer Science
Don't Look at the Data! How Differential Privacy Reconfigures the Practices of Data Science
Jayshree Sarathy, Sophia Song, Audrey Haque, Tania Schlatter +1
2023-02-24
Human-Computer Interaction · Computer Science
Usable Differential Privacy: A Case Study with PSI
Jack Murtagh, Kathryn Taylor, George Kellaris, Salil Vadhan
2018-09-13
Cryptography and Security · Computer Science
Guidelines for Implementing and Auditing Differentially Private Systems
Daniel Kifer, Solomon Messing, Aaron Roth, Abhradeep Thakurta +1
2020-05-14
Human-Computer Interaction · Computer Science
SoK: Usability Studies in Differential Privacy
Onyinye Dibia, Prianka Bhattacharjee, Brad Stenger, Steven Baldasty +4
2025-07-03
Cryptography and Security · Computer Science
Lessons Learned: Surveying the Practicality of Differential Privacy in the Industry
Gonzalo Munilla Garrido, Xiaoyuan Liu, Florian Matthes, Dawn Song
2022-11-09
Information Theory · Computer Science
Three Variants of Differential Privacy: Lossless Conversion and Applications
Shahab Asoodeh, Jiachun Liao, Flavio P. Calmon, Oliver Kosut +1
2021-01-26
Cryptography and Security · Computer Science
Differential Privacy in Privacy-Preserving Big Data and Learning: Challenge and Opportunity
Honglu Jiang, Yifeng Gao, S M Sarwar, Luis GarzaPerez +1
2021-12-06
Cryptography and Security · Computer Science
Advancing Differential Privacy: Where We Are Now and Future Directions for Real-World Deployment
Rachel Cummings, Damien Desfontaines, David Evans, Roxana Geambasu +20
2024-03-14
Computation and Language · Computer Science
Evaluating Differentially Private Synthetic Data Generation in High-Stakes Domains
Krithika Ramesh, Nupoor Gandhi, Pulkit Madaan, Lisa Bauer +2
2024-10-14
Human-Computer Interaction · Computer Science
Evaluating the Usability of Differential Privacy Tools with Data Practitioners
Ivoline C. Ngong, Brad Stenger, Joseph P. Near, Yuanyuan Feng
2024-08-14
Cryptography and Security · Computer Science
How to DP-fy Your Data: A Practical Guide to Generating Synthetic Data With Differential Privacy
Natalia Ponomareva, Zheng Xu, H. Brendan McMahan, Peter Kairouz +11
2025-12-04
Cryptography and Security · Computer Science
A Comprehensive Guide to Differential Privacy: From Theory to User Expectations
Napsu Karmitsa, Antti Airola, Tapio Pahikkala, Tinja Pitkämäki
2026-04-24
Machine Learning · Computer Science
Does Differentially Private Synthetic Data Lead to Synthetic Discoveries?
Ileana Montoya Perez, Parisa Movahedi, Valtteri Nieminen, Antti Airola +1
2024-10-24
Machine Learning · Statistics
An Analysis of the Deployment of Models Trained on Private Tabular Synthetic Data: Unexpected Surprises
Mayana Pereira, Meghana Kshirsagar, Sumit Mukherjee, Rahul Dodhia +1
2021-06-21