"I need a better description'': An Investigation Into User Expectations For Differential Privacy

13 October 2021

Papers citing ""I need a better description'': An Investigation Into User Expectations For Differential Privacy"

45 / 45 papers shown

Title
Bipartite Randomized Response Mechanism for Local Differential Privacy Shun Zhang Hai Zhu Zhili Chen N. Xiong 23 0 0 29 Apr 2025
Are Users More Willing to Use Formally Verified Password Managers? Carolina Carreira J. Ferreira A. Mendes Nicolas Christin 43 0 0 02 Apr 2025
Empirical Privacy Variance Yuzheng Hu Fan Wu Ruicheng Xian Yuhang Liu Lydia Zakynthinou Pritish Kamath Chiyuan Zhang David A. Forsyth 64 0 0 16 Mar 2025
Investigating User Perspectives on Differentially Private Text Privatization Stephen Meisenbacher Alexandra Klymenko Alexander Karpp Florian Matthes 57 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 44 0 0 04 Mar 2025
Video-DPRP: A Differentially Private Approach for Visual Privacy-Preserving Video Human Activity Recognition Allassan Tchangmena A Nken Susan Mckeever Peter Corcoran Ihsan Ullah PICV 50 0 0 03 Mar 2025
Advancing privacy in learning analytics using differential privacy Qinyi Liu Ronas Shakya Mohammad Khalil Jelena Jovanovic 41 1 0 03 Jan 2025
SoK: Usability Studies in Differential Privacy Onyinye Dibia Brad Stenger Steven Baldasty Mako Bates Ivoline C. Ngong Yuanyuan Feng Joseph P. Near 76 0 0 22 Dec 2024
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
Adanonymizer: Interactively Navigating and Balancing the Duality of Privacy and Output Performance in Human-LLM Interaction Shuning Zhang Xin Yi Haobin Xing Lyumanshan Ye Yongquan Hu Hewu Li 34 2 0 19 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
Open Science Practices by Early Career HCI Researchers: Perceptions, Challenges, and Benefits Tatiana Chakravorti Sanjana Gautam Priya Silverstein Sarah M. Rajtmajer AI4CE 18 1 0 05 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 30 1 0 16 Aug 2024
An applied Perspective: Estimating the Differential Identifiability Risk of an Exemplary SOEP Data Set Jonas Allmann Saskia Nuñez von Voigt Florian Tschorsch 33 0 0 04 Jul 2024
The Role of Privacy Guarantees in Voluntary Donation of Private Health Data for Altruistic Goals Ruizhe Wang Roberta De Viti Aarushi Dubey Elissa M. Redmiles 42 1 0 03 Jul 2024
Attack-Aware Noise Calibration for Differential Privacy B. Kulynych Juan Felipe Gomez G. Kaissis Flavio du Pin Calmon Carmela Troncoso 57 6 0 02 Jul 2024
Centering Policy and Practice: Research Gaps around Usable Differential Privacy Rachel Cummings Jayshree Sarathy 38 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 45 1 0 05 Apr 2024
You Still See Me: How Data Protection Supports the Architecture of ML Surveillance Rui-Jie Yew Lucy Qin Suresh Venkatasubramanian 41 3 0 09 Feb 2024
Integrating Differential Privacy and Contextual Integrity Sebastian Benthall Rachel Cummings 34 8 0 28 Jan 2024
Within-Dataset Disclosure Risk for Differential Privacy Zhiru Zhu Raul Castro Fernandez 12 0 0 19 Oct 2023
Evaluating the Usability of Differential Privacy Tools with Data Practitioners Ivoline C. Ngong Brad Stenger Joseph P. Near Yuanyuan Feng 26 12 0 24 Sep 2023
To share or not to share: What risks would laypeople accept to give sensitive data to differentially-private NLP systems? Christopher F. Weiss Frauke Kreuter Ivan Habernal 37 4 0 13 Jul 2023
When Synthetic Data Met Regulation Georgi Ganev 29 2 0 01 Jul 2023
"Is Reporting Worth the Sacrifice of Revealing What I Have Sent?": Privacy Considerations When Reporting on End-to-End Encrypted Platforms Leijie Wang Ruotong Wang S. Williams-Ceci Sanketh Menda Amy X. Zhang 23 2 0 18 Jun 2023
Training Data Extraction From Pre-trained Language Models: A Survey Shotaro Ishihara 26 46 0 25 May 2023
Have it your way: Individualized Privacy Assignment for DP-SGD Franziska Boenisch Christopher Muhl Adam Dziedzic Roy Rinberg Nicolas Papernot 18 17 0 29 Mar 2023
What Are the Chances? Explaining the Epsilon Parameter in Differential Privacy Priyanka Nanayakkara Mary Anne Smart Rachel Cummings Gabriel Kaptchuk Elissa M. Redmiles 40 33 0 01 Mar 2023
Don't Look at the Data! How Differential Privacy Reconfigures the Practices of Data Science Jayshree Sarathy Sophia Song Audrey Haque Tania Schlatter Salil P. Vadhan 28 23 0 23 Feb 2023
Position: Considerations for Differentially Private Learning with Large-Scale Public Pretraining Florian Tramèr Gautam Kamath Nicholas Carlini SILM 49 67 0 13 Dec 2022
Comprehension from Chaos: Towards Informed Consent for Private Computation Bailey Kacsmar Vasisht Duddu Kyle Tilbury Blase Ur Florian Kerschbaum 27 3 0 13 Nov 2022
Privacy Explanations - A Means to End-User Trust Wasja Brunotte Alexander Specht Larissa Chazette K. Schneider 29 25 0 18 Oct 2022
"Am I Private and If So, how Many?" - Communicating Privacy Guarantees of Differential Privacy with Risk Communication Formats Daniel Franzen Saskia Nuñez von Voigt Peter Sorries Florian Tschorsch Claudia Muller-Birn 28 19 0 23 Aug 2022
New Differential Privacy Communication Pipeline and Design Framework Jinyuan Jia Z. Wen Zheli Liu Changyu Dong 24 0 0 04 Aug 2022
Statistical Data Privacy: A Song of Privacy and Utility Aleksandra B. Slavkovic Jeremy Seeman 23 26 0 06 May 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 28 9 0 08 Apr 2022
SoK: Differential Privacy on Graph-Structured Data Tamara T. Mueller Dmitrii Usynin Johannes C. Paetzold Daniel Rueckert Georgios Kaissis 27 14 0 17 Mar 2022
Using Illustrations to Communicate Differential Privacy Trust Models: An Investigation of Users' Comprehension, Perception, and Data Sharing Decision Aiping Xiong Chuhao Wu Tianhao Wang R. Proctor Jeremiah Blocki Ninghui Li S. Jha 13 13 0 21 Feb 2022
Local Differential Privacy for Belief Functions Qiyu Li Chunlai Zhou Biao Qin Zhiqiang Xu 21 3 0 17 Feb 2022
Differentially Private Graph Classification with GNNs Tamara T. Mueller Johannes C. Paetzold Chinmay Prabhakar Dmitrii Usynin Daniel Rueckert Georgios Kaissis 50 18 0 05 Feb 2022
Visualizing Privacy-Utility Trade-Offs in Differentially Private Data Releases Priyanka Nanayakkara Johes Bater Xi He Jessica Hullman Jennie Duggan 22 49 0 16 Jan 2022
A unified interpretation of the Gaussian mechanism for differential privacy through the sensitivity index Georgios Kaissis Moritz Knolle F. Jungmann Alexander Ziller Dmitrii Usynin Daniel Rueckert 22 1 0 22 Sep 2021
SoK: Machine Learning Governance Varun Chandrasekaran Hengrui Jia Anvith Thudi Adelin Travers Mohammad Yaghini Nicolas Papernot 38 16 0 20 Sep 2021
Differential Privacy for Government Agencies -- Are We There Yet? Joerg Drechsler 26 20 0 17 Feb 2021