Synthetic Data: Methods, Use Cases, and Risks

1 March 2023

Papers citing "Synthetic Data: Methods, Use Cases, and Risks"

8 / 8 papers shown

Title
The DCR Delusion: Measuring the Privacy Risk of Synthetic Data Zexi Yao Natasa Krco Georgi Ganev Yves-Alexandre de Montjoye 226 0 0 02 May 2025
Understanding the Impact of Data Domain Extraction on Synthetic Data Privacy Georgi Ganev Meenatchi Sundaram Muthu Selva Annamalai Sofiane Mahiou Emiliano De Cristofaro MIACV 48 1 0 11 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
The Pitfalls of "Security by Obscurity" And What They Mean for Transparent AI Peter Hall Olivia Mundahl Sunoo Park 78 0 0 30 Jan 2025
NetDPSyn: Synthesizing Network Traces under Differential Privacy Danyu Sun Joann Qiongna Chen Chen Gong Tianhao Wang Zhou Li 64 1 0 08 Sep 2024
Synthetic Data, Similarity-based Privacy Metrics, and Regulatory (Non-)Compliance Georgi Ganev 40 0 0 24 Jul 2024
A Systematic Review of Federated Generative Models Ashkan Vedadi Gargary Emiliano De Cristofaro AI4CE 40 2 0 26 May 2024
When Synthetic Data Met Regulation Georgi Ganev 37 2 0 01 Jul 2023