"Am I Private and If So, how Many?" - Communicating Privacy Guarantees
of Differential Privacy with Risk Communication Formats

"Am I Private and If So, how Many?" - Communicating Privacy Guarantees of Differential Privacy with Risk Communication Formats

23 August 2022

Saskia Nuñez von Voigt

Florian Tschorsch

Claudia Muller-Birn

Papers citing ""Am I Private and If So, how Many?" - Communicating Privacy Guarantees of Differential Privacy with Risk Communication Formats"

13 / 13 papers shown

Title
Investigating User Perspectives on Differentially Private Text Privatization Stephen Meisenbacher Alexandra Klymenko Alexander Karpp Florian Matthes 44 0 0 12 Mar 2025
Adopt a PET! An Exploration of PETs, Policy, and Practicalities for Industry in Canada Masoumeh Shafieinejad Xi He Bailey Kacsmar OnRL 34 0 0 04 Mar 2025
"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 15 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 21 1 0 16 Aug 2024
Attack-Aware Noise Calibration for Differential Privacy B. Kulynych Juan Felipe Gomez G. Kaissis Flavio du Pin Calmon Carmela Troncoso 39 6 0 02 Jul 2024
Centering Policy and Practice: Research Gaps around Usable Differential Privacy Rachel Cummings Jayshree Sarathy 16 7 0 17 Jun 2024
From Theory to Comprehension: A Comparative Study of Differential Privacy and $k$ -Anonymity Saskia Nuñez von Voigt Luise Mehner Florian Tschorsch 19 1 0 05 Apr 2024
Within-Dataset Disclosure Risk for Differential Privacy Zhiru Zhu Raul Castro Fernandez 8 0 0 19 Oct 2023
Prior-itizing Privacy: A Bayesian Approach to Setting the Privacy Budget in Differential Privacy Zeki Kazan Jerome P. Reiter 11 3 0 19 Jun 2023
Have it your way: Individualized Privacy Assignment for DP-SGD Franziska Boenisch Christopher Muhl Adam Dziedzic Roy Rinberg Nicolas Papernot 8 17 0 29 Mar 2023
Comprehension from Chaos: Towards Informed Consent for Private Computation Bailey Kacsmar Vasisht Duddu Kyle Tilbury Blase Ur Florian Kerschbaum 12 3 0 13 Nov 2022
"Am I Private and If So, how Many?" -- Using Risk Communication Formats for Making Differential Privacy Understandable Daniel Franzen Saskia Nuñez von Voigt Peter Sorries Florian Tschorsch Claudia Muller-Birn Freie Universitat Berlin 12 9 0 08 Apr 2022
Differential Privacy: An Estimation Theory-Based Method for Choosing Epsilon M. Naldi G. DÁcquisto 25 40 0 04 Oct 2015