EHRDiff: Exploring Realistic EHR Synthesis with Diffusion Models

EHRDiff: Exploring Realistic EHR Synthesis with Diffusion Models

10 March 2023

Hongyi Yuan

Papers citing "EHRDiff: Exploring Realistic EHR Synthesis with Diffusion Models"

14 / 14 papers shown

Title
Diffusion Models for Tabular Data: Challenges, Current Progress, and Future Directions Zhong Li Qi Huang Lincen Yang Jiayang Shi Zhao Yang Niki van Stein Thomas Bäck M. Leeuwen DiffM 47 0 0 24 Feb 2025
Vision-Enhanced Time Series Forecasting via Latent Diffusion Models Weilin Ruan Siru Zhong Haomin Wen Yuxuan Liang AI4TS 79 1 0 16 Feb 2025
SynEHRgy: Synthesizing Mixed-Type Structured Electronic Health Records using Decoder-Only Transformers Hojjat Karami David Atienza Anisoara Ionescu 70 1 0 20 Nov 2024
Generating Synthetic Electronic Health Record (EHR) Data: A Review with Benchmarking Xingran Chen Zhenke Wu Xu Shi Hyunghoon Cho Bhramar Mukherjee SyDa 33 1 0 06 Nov 2024
A Survey on Diffusion Models for Time Series and Spatio-Temporal Data Yiyuan Yang Ming Jin Haomin Wen Chaoli Zhang Yuxuan Liang ... Bin Yang Zenglin Xu Jiang Bian Shirui Pan Qingsong Wen DiffM AI4TS SyDa 37 39 0 29 Apr 2024
Guided Discrete Diffusion for Electronic Health Record Generation Jun Han Zixiang Chen Yongqian Li Yiwen Kou Eran Halperin Robert E. Tillman Quanquan Gu MedIm DiffM 36 6 0 18 Apr 2024
Improve Fidelity and Utility of Synthetic Credit Card Transaction Time Series from Data-centric Perspective Din-Yin Hsieh ChiHua Wang Guang Cheng AI4TS 26 5 0 01 Jan 2024
Towards Generative Modeling of Urban Flow through Knowledge-enhanced Denoising Diffusion Zhilun Zhou Jingtao Ding Yu Liu Depeng Jin Yong Li DiffM AI4CE 39 22 0 19 Sep 2023
A Comprehensive Survey on Generative Diffusion Models for Structured Data Heejoon Koo To Eun Kim DiffM MedIm 33 7 0 07 Jun 2023
Synthetic Health-related Longitudinal Data with Mixed-type Variables Generated using Diffusion Models N. Kuo Louisa R Jorm S. Barbieri DiffM 31 12 0 22 Mar 2023
Non-Imaging Medical Data Synthesis for Trustworthy AI: A Comprehensive Survey Xiaodan Xing Huanjun Wu Lichao Wang Iain Stenson M. Yong Javier Del Ser Simon Walsh Guang Yang 29 7 0 17 Sep 2022
Diffusion-LM Improves Controllable Text Generation Xiang Lisa Li John Thickstun Ishaan Gulrajani Percy Liang Tatsunori B. Hashimoto AI4CE 173 777 0 27 May 2022
EVA: Generating Longitudinal Electronic Health Records Using Conditional Variational Autoencoders Siddharth Biswal S. Ghosh J. Duke B. Malin Walter F. Stewart Jimeng Sun SyDa BDL DRL 48 40 0 18 Dec 2020
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 156 569 0 19 Mar 2017