A Linear Reconstruction Approach for Attribute Inference Attacks against
Synthetic Data

A Linear Reconstruction Approach for Attribute Inference Attacks against Synthetic Data

24 January 2023

Meenatchi Sundaram Muthu Selva Annamalai

Papers citing "A Linear Reconstruction Approach for Attribute Inference Attacks against Synthetic Data"

16 / 16 papers shown

Title
DPolicy: Managing Privacy Risks Across Multiple Releases with Differential Privacy Nicolas Küchler Alexander Viand Hidde Lycklama Anwar Hithnawi 21 0 0 10 May 2025
The DCR Delusion: Measuring the Privacy Risk of Synthetic Data Zexi Yao Natasa Krco Georgi Ganev Yves-Alexandre de Montjoye 78 0 0 02 May 2025
A False Sense of Privacy: Evaluating Textual Data Sanitization Beyond Surface-level Privacy Leakage Rui Xin Niloofar Mireshghallah Shuyue Stella Li Michael Duan Hyunwoo Kim Yejin Choi Yulia Tsvetkov Sewoong Oh Pang Wei Koh 69 1 0 28 Apr 2025
DeSIA: Attribute Inference Attacks Against Limited Fixed Aggregate Statistics Yifeng Mao Bozhidar Stevanoski Yves-Alexandre de Montjoye 45 0 0 25 Apr 2025
Synthetic Data Privacy Metrics Amy Steier Lipika Ramaswamy Andre Manoel Alexa Haushalter 38 0 0 08 Jan 2025
KIPPS: Knowledge infusion in Privacy Preserving Synthetic Data Generation Anantaa Kotal Anupam Joshi 17 1 0 25 Sep 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 29 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
Unraveling Attacks in Machine Learning-based IoT Ecosystems: A Survey and the Open Libraries Behind Them Chao-Jung Liu Boxi Chen Wei Shao Chris Zhang Kelvin Wong Yi Zhang 19 3 0 22 Jan 2024
Methods for generating and evaluating synthetic longitudinal patient data: a systematic review Katariina Perkonoja Kari Auranen Joni Virta SyDa 10 3 0 21 Sep 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 13 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
On Rényi Differential Privacy in Statistics-Based Synthetic Data Generation Takayuki Miura Toshiki Shibahara M. Kii Atsunori Ichikawa Juko Yamamoto Koji Chida SyDa 17 0 0 31 Mar 2023
Robin Hood and Matthew Effects: Differential Privacy Has Disparate Impact on Synthetic Data Georgi Ganev Bristena Oprisanu Emiliano De Cristofaro 37 57 0 23 Sep 2021
Extracting Training Data from Large Language Models Nicholas Carlini Florian Tramèr Eric Wallace Matthew Jagielski Ariel Herbert-Voss ... Tom B. Brown D. Song Ulfar Erlingsson Alina Oprea Colin Raffel MLAU SILM 267 1,808 0 14 Dec 2020
The Power of Linear Reconstruction Attacks S. Kasiviswanathan M. Rudelson Adam D. Smith AAML 55 54 0 08 Oct 2012