Kamino: Constraint-Aware Differentially Private Data Synthesis

31 December 2020

Papers citing "Kamino: Constraint-Aware Differentially Private Data Synthesis"

25 / 25 papers shown

Title
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
Exploring the Landscape for Generative Sequence Models for Specialized Data Synthesis Mohammad Zbeeb Mohammad Ghorayeb Mariam Salman 34 0 0 04 Nov 2024
Privacy without Noisy Gradients: Slicing Mechanism for Generative Model Training Kristjan Greenewald Yuancheng Yu Hao Wang Kai Xu 31 0 0 25 Oct 2024
Navigating Tabular Data Synthesis Research: Understanding User Needs and Tool Capabilities Maria F. Davila Sven Groen Fabian Panse Wolfram Wingerath LMTD 32 1 0 31 May 2024
ClavaDDPM: Multi-relational Data Synthesis with Cluster-guided Diffusion Models Wei Pang Masoumeh Shafieinejad Lucy Liu Xi He 40 8 0 28 May 2024
Privacy-Enhanced Database Synthesis for Benchmark Publishing (Technical Report) Yongrui Zhong Yunqing Ge Jianbin Qin Yongrui Zhong Bo Tang Yu-Xuan Qiu Rui Mao Ye Yuan Makoto Onizuka Chuan Xiao 29 0 0 02 May 2024
Joint Selection: Adaptively Incorporating Public Information for Private Synthetic Data Miguel Fuentes Brett Mullins Ryan McKenna G. Miklau Daniel Sheldon 29 4 0 12 Mar 2024
Privacy-Preserving Instructions for Aligning Large Language Models Da Yu Peter Kairouz Sewoong Oh Zheng Xu 32 17 0 21 Feb 2024
Benchmarking Private Population Data Release Mechanisms: Synthetic Data vs. TopDown Aadyaa Maddi Swadhin Routray Alexander Goldberg Giulia Fanti 28 0 0 31 Jan 2024
Differentially Private Data Generation with Missing Data Shubhankar Mohapatra Jianqiao Zong F. Kerschbaum Xi He SyDa 17 1 0 17 Oct 2023
Private Synthetic Data Meets Ensemble Learning Haoyuan Sun Navid Azizan Akash Srivastava Hao Wang SyDa 16 1 0 15 Oct 2023
DP-PQD: Privately Detecting Per-Query Gaps In Synthetic Data Generated By Black-Box Mechanisms Shweta Patwa Danyu Sun Amir Gilad Ashwin Machanavajjhala Sudeepa Roy 17 1 0 15 Sep 2023
CuTS: Customizable Tabular Synthetic Data Generation Mark Vero Mislav Balunović Martin Vechev 20 3 0 07 Jul 2023
SoK: Privacy-Preserving Data Synthesis Yuzheng Hu Fan Wu Q. Li Yunhui Long Gonzalo Munilla Garrido Chang Ge Bolin Ding David A. Forsyth Bo-wen Li D. Song 52 25 0 05 Jul 2023
Post-processing Private Synthetic Data for Improving Utility on Selected Measures Hao Wang Shivchander Sudalairaj J. Henning Kristjan Greenewald Akash Srivastava 27 6 0 24 May 2023
Quantifying and Defending against Privacy Threats on Federated Knowledge Graph Embedding Yuke Hu Wei Liang Ruofan Wu Kai Y. Xiao Weiqiang Wang Xiaochen Li Jinfei Liu Zhan Qin 20 8 0 06 Apr 2023
LDPTrace: Locally Differentially Private Trajectory Synthesis Yuntao Du Yujia Hu Zhikun Zhang Ziquan Fang Lu Chen Baihua Zheng Yunjun Gao 18 44 0 13 Feb 2023
Machine Learning for Synthetic Data Generation: A Review Ying-Cheng Lu Minjie Shen Huazheng Wang Xiao Wang Capucine Van Rechem Tianfan Fu Wenqi Wei SyDa 33 140 0 08 Feb 2023
PreFair: Privately Generating Justifiably Fair Synthetic Data David Pujol Amir Gilad Ashwin Machanavajjhala 17 7 0 20 Dec 2022
Cache Me If You Can: Accuracy-Aware Inference Engine for Differentially Private Data Exploration Miti Mazmudar Thomas Humphries Jiaxiang Liu Matthew Rafuse Xi He 18 9 0 28 Nov 2022
GeoPointGAN: Synthetic Spatial Data with Local Label Differential Privacy Teddy Cunningham Konstantin Klemmer Hongkai Wen Hakan Ferhatosmanoglu 25 11 0 18 May 2022
HDPView: Differentially Private Materialized View for Exploring High Dimensional Relational Data Fumiyuki Kato Tsubasa Takahashi Shun Takagi Yang Cao Seng Pei Liew Masatoshi Yoshikawa 19 6 0 14 Mar 2022
Benchmarking Differentially Private Synthetic Data Generation Algorithms Yuchao Tao Ryan McKenna Michael Hay Ashwin Machanavajjhala G. Miklau SyDa 25 82 0 16 Dec 2021
AHEAD: Adaptive Hierarchical Decomposition for Range Query under Local Differential Privacy L. Du Zhikun Zhang Shaojie Bai Changchang Liu S. Ji Peng Cheng Jiming Chen 90 36 0 14 Oct 2021
Winning the NIST Contest: A scalable and general approach to differentially private synthetic data Ryan McKenna G. Miklau Daniel Sheldon SyDa 8 119 0 11 Aug 2021