MedDiff: Generating Electronic Health Records using Accelerated Denoising Diffusion Model

8 February 2023

Papers citing "MedDiff: Generating Electronic Health Records using Accelerated Denoising Diffusion Model"

20 / 20 papers shown

Title
Diffusion Models for Tabular Data: Challenges, Current Progress, and Future Directions Zhong Li Qi Huang Lincen Yang Jiayang Shi Zhao Yang N. V. Stein Thomas Bäck M. Leeuwen DiffM 44 0 0 24 Feb 2025
SynEHRgy: Synthesizing Mixed-Type Structured Electronic Health Records using Decoder-Only Transformers Hojjat Karami David Atienza Anisoara Ionescu 65 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 31 1 0 06 Nov 2024
Synthesizing Multimodal Electronic Health Records via Predictive Diffusion Models Yuan Zhong Xiaochen Wang Jiaqi Wang Xiaokun Zhang Yaqing Wang Mengdi Huai Cao Xiao Fenglong Ma DiffM MedIm 24 2 0 20 Jun 2024
Fairness-Optimized Synthetic EHR Generation for Arbitrary Downstream Predictive Tasks Mirza Farhan Bin Tarek Raphael Poulain Rahmatollah Beheshti SyDa 37 0 0 04 Jun 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 31 37 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 34 6 0 18 Apr 2024
Balanced Mixed-Type Tabular Data Synthesis with Diffusion Models Zeyu Yang Peikun Guo Khadija Zanna Akane Sano Xiaoxue Yang Akane Sano DiffM 34 8 0 12 Apr 2024
Exploring Privacy and Fairness Risks in Sharing Diffusion Models: An Adversarial Perspective Xinjian Luo Yangfan Jiang Fei Wei Yuncheng Wu Xiaokui Xiao Beng Chin Ooi DiffM 30 4 0 28 Feb 2024
Towards Generative Modeling of Urban Flow through Knowledge-enhanced Denoising Diffusion Zhilun Zhou Jingtao Ding Yu Liu Depeng Jin Yong Li DiffM AI4CE 31 22 0 19 Sep 2023
Reducing operator complexity in Algebraic Multigrid with Machine Learning Approaches Rung-Tzung Huang Kai Chang Huan He Ruipeng Li Yuanzhe Xi 127 2 0 15 Jul 2023
A Comprehensive Survey on Generative Diffusion Models for Structured Data Heejoon Koo To Eun Kim DiffM MedIm 33 6 0 07 Jun 2023
Exploring Collaborative Distributed Diffusion-Based AI-Generated Content (AIGC) in Wireless Networks Hongyang Du Ruichen Zhang Fellow Ieee Dusit Niyato Jiawen Kang Zehui Xiong Fellow Ieee Dong In Kim Fellow Ieee Sherman Shen X. Shen L. F. I. H. Vincent Poor DiffM 68 75 0 07 Apr 2023
EHRDiff: Exploring Realistic EHR Synthesis with Diffusion Models Hongyi Yuan Songchi Zhou Sheng Yu DiffM MedIm 24 16 0 10 Mar 2023
Synthesizing Mixed-type Electronic Health Records using Diffusion Models T. Ceritli Ghadeer O. Ghosheh V. Chauhan T. Zhu Andrew P. Creagh David A. Clifton MedIm DiffM 33 19 0 28 Feb 2023
Domain Adaptation for Time Series Under Feature and Label Shifts Huan He Owen Queen Teddy Koker Consuelo Cuevas Theodoros Tsiligkaridis Marinka Zitnik AI4TS 21 60 0 06 Feb 2023
MuG: A Multimodal Classification Benchmark on Game Data with Tabular, Textual, and Visual Fields Jiaying Lu Yongchen Qian Shifan Zhao Yuanzhe Xi Carl Yang VLM 19 3 0 06 Feb 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 18 7 0 17 Sep 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 40 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 145 569 0 19 Mar 2017