Beyond Privacy: Navigating the Opportunities and Challenges of Synthetic Data

7 April 2023

Papers citing "Beyond Privacy: Navigating the Opportunities and Challenges of Synthetic Data"

24 / 24 papers shown

Title
Leveraging Vertical Public-Private Split for Improved Synthetic Data Generation Samuel Maddock Shripad Gade Graham Cormode Will Bullock 21 0 0 15 Apr 2025
TabularARGN: A Flexible and Efficient Auto-Regressive Framework for Generating High-Fidelity Synthetic Data P. Tiwald Ivona Krchova Andrey Sidorenko Mariana Vargas-Vieyra Mario Scriminaci Michael Platzer 44 1 0 21 Jan 2025
A Review on Generative AI Models for Synthetic Medical Text, Time Series, and Longitudinal Data Mohammad Loni Fatemeh Poursalim Mehdi Asadi Arash Gharehbaghi SyDa 64 0 0 19 Nov 2024
LaTable: Towards Large Tabular Models B. V. Breugel Jonathan Crabbé Rob Davis Mihaela van der Schaar LMTD 29 2 0 25 Jun 2024
Causality for Tabular Data Synthesis: A High-Order Structure Causal Benchmark Framework Ruibo Tu Zineb Senane Lele Cao Cheng Zhang Hedvig Kjellström G. Henter CML 30 1 0 12 Jun 2024
ClavaDDPM: Multi-relational Data Synthesis with Cluster-guided Diffusion Models Wei Pang Masoumeh Shafieinejad Lucy Liu Xi He 30 8 0 28 May 2024
Why Tabular Foundation Models Should Be a Research Priority B. V. Breugel M. Schaar LMTD VLM AI4CE 31 32 0 02 May 2024
Fake it to make it: Using synthetic data to remedy the data shortage in joint multimodal speech-and-gesture synthesis Shivam Mehta Anna Deichler Jim O'Regan Birger Moëll Jonas Beskow G. Henter Simon Alexanderson 23 4 0 30 Apr 2024
The Minimum Information about CLinical Artificial Intelligence Checklist for Generative Modeling Research (MI-CLAIM-GEN) Brenda Y. Miao Irene Y. Chen C. Y. Williams Jaysón M. Davidson Augusto Garcia-Agundez ... Bin Yu Milena Gianfrancesco A. Butte Beau Norgeot Madhumita Sushil VLM 26 2 0 05 Mar 2024
A primer on synthetic health data Jennifer Anne Bartell Sander Boisen Valentin Anders Krogh Henning Langberg Martin Bøgsted 11 1 0 31 Jan 2024
Can I trust my fake data -- A comprehensive quality assessment framework for synthetic tabular data in healthcare V. Vallevik Aleksandar Babic S. Marshall Severin Elvatun Helga Brogger S. Alagaratnam B. Edwin Narasimha Raghavan Anne Kjersti Befring J. F. Nygård 26 19 0 24 Jan 2024
Privacy Measurement in Tabular Synthetic Data: State of the Art and Future Research Directions Alexander Boudewijn Andrea Filippo Ferraris D. Panfilo Vanessa Cocca Sabrina Zinutti Karel De Schepper Carlo Rossi Chauvenet 19 2 0 29 Nov 2023
Can You Rely on Your Model Evaluation? Improving Model Evaluation with Synthetic Test Data B. V. Breugel Nabeel Seedat F. Imrie M. Schaar SyDa 13 17 0 25 Oct 2023
FLAIM: AIM-based Synthetic Data Generation in the Federated Setting Samuel Maddock Graham Cormode Carsten Maple 21 4 0 05 Oct 2023
On the Challenges of Deploying Privacy-Preserving Synthetic Data in the Enterprise L. Arthur Jason W Costello Jonathan Hardy Will O'Brien J. Rea Gareth Rees Georgi Ganev 11 2 0 09 Jul 2023
On the Constrained Time-Series Generation Problem Andrea Coletta Sriram Gopalakrishnan Daniel Borrajo Svitlana Vyetrenko DiffM AI4TS 13 34 0 04 Jul 2023
Synthetic data, real errors: how (not) to publish and use synthetic data B. V. Breugel Zhaozhi Qian M. Schaar SyDa 48 28 0 16 May 2023
CHeart: A Conditional Spatio-Temporal Generative Model for Cardiac Anatomy Mengyun Qiao Shuo Wang Huaqi Qiu A. de Marvao D. O’Regan Daniel Rueckert Wenjia Bai MedIm 11 14 0 30 Jan 2023
Conditional Synthetic Data Generation for Robust Machine Learning Applications with Limited Pandemic Data Hari Prasanna Das Ryan Tran Japjot Singh Xiangyu Yue G. Tison Alberto L. Sangiovanni-Vincentelli C. Spanos OOD MedIm 47 51 0 14 Sep 2021
How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative Models Ahmed Alaa B. V. Breugel Evgeny S. Saveliev M. Schaar 38 135 0 17 Feb 2021
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 286 4,143 0 23 Aug 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,183 0 12 Dec 2018
Generating Multi-label Discrete Patient Records using Generative Adversarial Networks E. Choi Siddharth Biswal B. Malin J. Duke Walter F. Stewart Jimeng Sun SyDa GAN 145 562 0 19 Mar 2017
SMOTE: Synthetic Minority Over-sampling Technique Nitesh V. Chawla Kevin W. Bowyer Lawrence Hall W. Kegelmeyer AI4TS 148 25,150 0 09 Jun 2011