TAPAS: a Toolbox for Adversarial Privacy Auditing of Synthetic Data

12 November 2022

Papers citing "TAPAS: a Toolbox for Adversarial Privacy Auditing of Synthetic Data"

30 / 30 papers shown

Title
The DCR Delusion: Measuring the Privacy Risk of Synthetic Data Zexi Yao Natasa Krco Georgi Ganev Yves-Alexandre de Montjoye 134 0 0 02 May 2025
DeSIA: Attribute Inference Attacks Against Limited Fixed Aggregate Statistics Yifeng Mao Bozhidar Stevanoski Yves-Alexandre de Montjoye 47 0 0 25 Apr 2025
The Importance of Being Discrete: Measuring the Impact of Discretization in End-to-End Differentially Private Synthetic Data Georgi Ganev Meenatchi Sundaram Muthu Selva Annamalai Sofiane Mahiou Emiliano De Cristofaro 24 2 0 09 Apr 2025
Generating Synthetic Data with Formal Privacy Guarantees: State of the Art and the Road Ahead Viktor Schlegel Anil A Bharath Zilong Zhao Kevin Yee 68 0 0 26 Mar 2025
The Canary's Echo: Auditing Privacy Risks of LLM-Generated Synthetic Text Matthieu Meeus Lukas Wutschitz Santiago Zanella Béguelin Shruti Tople Reza Shokri 80 0 0 24 Feb 2025
Synthetic Data Privacy Metrics Amy Steier Lipika Ramaswamy Andre Manoel Alexa Haushalter 43 0 0 08 Jan 2025
Privacy Vulnerabilities in Marginals-based Synthetic Data Steven Golob Sikha Pentyala Anuar Maratkhan Martine De Cock 26 3 0 07 Oct 2024
NetDPSyn: Synthesizing Network Traces under Differential Privacy Danyu Sun Joann Qiongna Chen Chen Gong Tianhao Wang Zhou Li 52 1 0 08 Sep 2024
Synthetic Data, Similarity-based Privacy Metrics, and Regulatory (Non-)Compliance Georgi Ganev 32 0 0 24 Jul 2024
A Zero Auxiliary Knowledge Membership Inference Attack on Aggregate Location Data Vincent Guan Florent Guépin Ana-Maria Cretu Yves-Alexandre de Montjoye 26 3 0 26 Jun 2024
Automated Privacy-Preserving Techniques via Meta-Learning Tânia Carvalho Nuno Moniz Luís Antunes 49 0 0 24 Jun 2024
Advancing Retail Data Science: Comprehensive Evaluation of Synthetic Data Yu Xia Chi-Hua Wang Joshua Mabry Guang Cheng ELM 34 4 0 19 Jun 2024
Data Plagiarism Index: Characterizing the Privacy Risk of Data-Copying in Tabular Generative Models Joshua Ward Chi-Hua Wang Guang Cheng 36 3 0 18 Jun 2024
Synthetic Data Outliers: Navigating Identity Disclosure Carolina Trindade Luís Antunes Tânia Carvalho Nuno Moniz 30 3 0 04 Jun 2024
Lost in the Averages: A New Specific Setup to Evaluate Membership Inference Attacks Against Machine Learning Models Florent Guépin Natasa Krco Matthieu Meeus Yves-Alexandre de Montjoye 31 1 0 24 May 2024
"What do you want from theory alone?" Experimenting with Tight Auditing of Differentially Private Synthetic Data Generation Meenatchi Sundaram Muthu Selva Annamalai Georgi Ganev Emiliano De Cristofaro 35 9 0 16 May 2024
VFLGAN: Vertical Federated Learning-based Generative Adversarial Network for Vertically Partitioned Data Publication Xun Yuan Yang Yang P. Gope A. Pasikhani Biplab Sikdar 29 2 0 15 Apr 2024
Six Levels of Privacy: A Framework for Financial Synthetic Data T. Balch Vamsi K. Potluru Deepak Paramanand Manuela Veloso 25 0 0 20 Mar 2024
Quantifying and Mitigating Privacy Risks for Tabular Generative Models Chaoyi Zhu Jiayi Tang Hans Brouwer Juan F. Pérez Marten van Dijk Lydia Y. Chen 60 5 0 12 Mar 2024
High Epsilon Synthetic Data Vulnerabilities in MST and PrivBayes Steven Golob Sikha Pentyala Anuar Maratkhan Martine De Cock 11 1 0 09 Feb 2024
Privacy Measurement in Tabular Synthetic Data: State of the Art and Future Research Directions Alexander Boudewijn Andrea Filippo Ferraris D. Panfilo Vanessa Cocca Sabrina Zinutti Karel De Schepper Carlo Rossi Chauvenet 34 2 0 29 Nov 2023
FLAIM: AIM-based Synthetic Data Generation in the Federated Setting Samuel Maddock Graham Cormode Carsten Maple 29 4 0 05 Oct 2023
A Unified View of Differentially Private Deep Generative Modeling Dingfan Chen Raouf Kerkouche Mario Fritz SyDa 21 4 0 27 Sep 2023
On the Challenges of Deploying Privacy-Preserving Synthetic Data in the Enterprise L. Arthur Jason W Costello Jonathan Hardy Will O'Brien J. Rea Gareth Rees Georgi Ganev 19 2 0 09 Jul 2023
Synthetic is all you need: removing the auxiliary data assumption for membership inference attacks against synthetic data Florent Guépin Matthieu Meeus Ana-Maria Cretu Yves-Alexandre de Montjoye 21 10 0 04 Jul 2023
Achilles' Heels: Vulnerable Record Identification in Synthetic Data Publishing Matthieu Meeus Florent Guépin Ana-Maria Cretu Yves-Alexandre de Montjoye 52 23 0 17 Jun 2023
Investigating the Effect of Misalignment on Membership Privacy in the White-box Setting Ana-Maria Cretu Daniel Jones Yves-Alexandre de Montjoye Shruti Tople AAML 19 4 0 08 Jun 2023
Auditing and Generating Synthetic Data with Controllable Trust Trade-offs Brian M. Belgodere Pierre L. Dognin Adam Ivankay Igor Melnyk Youssef Mroueh ... Mattia Rigotti Jerret Ross Yair Schiff Radhika Vedpathak Richard A. Young 24 12 0 21 Apr 2023
A Linear Reconstruction Approach for Attribute Inference Attacks against Synthetic Data Meenatchi Sundaram Muthu Selva Annamalai Andrea Gadotti Luc Rocher MIACV 16 21 0 24 Jan 2023
A Framework for Auditable Synthetic Data Generation F. Houssiau Samuel N. Cohen Lukasz Szpruch Owen Daniel Michaela G. Lawrence R. Mitra Henry Wilde C. Mole 14 7 0 21 Nov 2022