Does Differentially Private Synthetic Data Lead to Synthetic Discoveries?

20 March 2024

Papers citing "Does Differentially Private Synthetic Data Lead to Synthetic Discoveries?"

7 / 7 papers shown

Title
Noise-Aware Statistical Inference with Differentially Private Synthetic Data Ossi Raisa Hibiki Ito Samuel Kaski Antti Honkela SyDa 52 10 0 28 May 2022
Faking feature importance: A cautionary tale on the use of differentially-private synthetic data Oscar Giles Kasra Hosseini Grigorios Mingas Oliver Strickson Louise A. Bowler ... A. Heppenstall N. Lomax N. Malleson Martin O'Reilly Sebastian Vollmerteke 36 8 0 02 Mar 2022
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 64 30,021 0 01 Mar 2022
Winning the NIST Contest: A scalable and general approach to differentially private synthetic data Ryan McKenna G. Miklau Daniel Sheldon SyDa 19 119 0 11 Aug 2021
GS-WGAN: A Gradient-Sanitized Approach for Learning Differentially Private Generators Dingfan Chen Tribhuvanesh Orekondy Mario Fritz SyDa 30 183 0 15 Jun 2020
Differentially Private Nonparametric Hypothesis Testing Simon Couch Zeki Kazan Kaiyan Shi Andrew Bray Adam Groce 10 44 0 22 Mar 2019
Improved Training of Wasserstein GANs Ishaan Gulrajani Faruk Ahmed Martín Arjovsky Vincent Dumoulin Aaron Courville GAN 50 9,509 0 31 Mar 2017