Generating Private Synthetic Data with Genetic Algorithms

Generating Private Synthetic Data with Genetic Algorithms

5 June 2023

Zhiwei Steven Wu

ArXiv (abs)PDF HTML

Papers citing "Generating Private Synthetic Data with Genetic Algorithms"

16 / 16 papers shown

Title
Private Evolution Converges Tomás González Giulia Fanti Aaditya Ramdas 26 0 0 10 Jun 2025
Synthetic Tabular Data: Methods, Attacks and Defenses Graham Cormode Samuel Maddock Enayat Ullah Shripad Gade 59 0 0 06 Jun 2025
Benchmarking Differentially Private Tabular Data Synthesis Kai Chen Xiaochen Li Chen Gong Ryan McKenna Tianhao Wang 78 2 0 18 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 72 3 0 09 Apr 2025
Privacy without Noisy Gradients: Slicing Mechanism for Generative Model Training Kristjan Greenewald Yuancheng Yu Hao Wang Kai Xu 142 2 0 25 Oct 2024
Privacy Vulnerabilities in Marginals-based Synthetic Data Steven Golob Sikha Pentyala Anuar Maratkhan Martine De Cock 89 5 0 07 Oct 2024
Towards Fairness and Privacy: A Novel Data Pre-processing Optimization Framework for Non-binary Protected Attributes Manh Khoi Duong Stefan Conrad 45 4 0 01 Oct 2024
Differentially Private Tabular Data Synthesis using Large Language Models Toan V. Tran Li Xiong SyDa 104 7 0 03 Jun 2024
A Comparison of SynDiffix Multi-table versus Single-table Synthetic Data Paul Francis 50 0 0 13 Mar 2024
Privacy-Preserving Instructions for Aligning Large Language Models Da Yu Peter Kairouz Sewoong Oh Zheng Xu 120 25 0 21 Feb 2024
Privacy-preserving data release leveraging optimal transport and particle gradient descent Konstantin Donhauser Javier Abad Neha Hulkund Fanny Yang 102 5 0 31 Jan 2024
A Study on Training and Developing Large Language Models for Behavior Tree Generation Fu Li Xueying Wang Bin Li Yunlong Wu Yanzhen Wang Xiaodong Yi 74 5 0 16 Jan 2024
Private Synthetic Data Meets Ensemble Learning Haoyuan Sun Navid Azizan Akash Srivastava Hao Wang SyDa 41 1 0 15 Oct 2023
DPZero: Private Fine-Tuning of Language Models without Backpropagation Liang Zhang Bingcong Li K. K. Thekumparampil Sewoong Oh Niao He 96 15 0 14 Oct 2023
CuTS: Customizable Tabular Synthetic Data Generation Mark Vero Mislav Balunović Martin Vechev 80 5 0 07 Jul 2023
Continual Release of Differentially Private Synthetic Data from Longitudinal Data Collections Mark Bun Marco Gaboardi Marcel Neunhoeffer Wanrong Zhang SyDa 65 8 0 13 Jun 2023