Diffusion Models for Tabular Data: Challenges, Current Progress, and Future Directions

24 February 2025

Papers citing "Diffusion Models for Tabular Data: Challenges, Current Progress, and Future Directions"

34 / 34 papers shown

Title
Simplified and Generalized Masked Diffusion for Discrete Data Jiaxin Shi Kehang Han Zehao Wang Arnaud Doucet Michalis K. Titsias DiffM 117 89 0 17 Jan 2025
Diffusion Models for Tabular Data Imputation and Synthetic Data Generation Mario Villaizán-Vallelado Matteo Salvatori Carlos Segura Ioannis Arapakis MedIm DiffM 64 7 0 02 Jul 2024
ClavaDDPM: Multi-relational Data Synthesis with Cluster-guided Diffusion Models Wei Pang Masoumeh Shafieinejad Lucy Liu Xi He 63 11 0 28 May 2024
Balanced Mixed-Type Tabular Data Synthesis with Diffusion Models Zeyu Yang Peikun Guo Khadija Zanna Akane Sano Xiaoxue Yang Akane Sano DiffM 78 9 0 12 Apr 2024
Clinical Reasoning over Tabular Data and Text with Bayesian Networks Paloma Rabaey Johannes Deleu Stefan Heytens Thomas Demeester 37 5 0 14 Mar 2024
Large Language Models: A Survey Shervin Minaee Tomas Mikolov Narjes Nikzad M. Asgari-Chenaghlu R. Socher Xavier Amatriain Jianfeng Gao ALM LM&MA ELM 171 389 0 09 Feb 2024
Continuous Diffusion for Mixed-Type Tabular Data Markus Mueller Kathrin Gruber Dennis Fok DiffM 112 5 0 16 Dec 2023
AutoDiff: combining Auto-encoder and Diffusion model for tabular data synthesizing Namjoon Suh Xiaofeng Lin Din-Yin Hsieh Merhdad Honarkhah Guang Cheng 48 16 0 24 Oct 2023
TabADM: Unsupervised Tabular Anomaly Detection with Diffusion Models Guy Zamberg Moshe Salhov Ofir Lindenbaum Amir Averbuch DiffM 43 3 0 23 Jul 2023
Diffusion Models in NLP: A Survey Yuansong Zhu Yu Zhao DiffM VLM MedIm 39 23 0 14 Mar 2023
Latent Diffusion for Language Generation Justin Lovelace Varsha Kishore Chao-gang Wan Eliot Shekhtman Kilian Q. Weinberger DiffM 66 77 0 19 Dec 2022
Score-based Continuous-time Discrete Diffusion Models Haoran Sun Lijun Yu Bo Dai Dale Schuurmans H. Dai DiffM 80 83 0 30 Nov 2022
Continuous diffusion for categorical data Sander Dieleman Laurent Sartran Arman Roshannai Nikolay Savinov Yaroslav Ganin ... Conor Durkan Curtis Hawthorne Rémi Leblond Will Grathwohl J. Adler DiffM 65 104 0 28 Nov 2022
Language Models are Realistic Tabular Data Generators V. Borisov Kathrin Seßler Tobias Leemann Martin Pawelczyk Gjergji Kasneci LMTD 57 240 0 12 Oct 2022
STaSy: Score-based Tabular data Synthesis Jayoung Kim C. Lee Noseong Park DiffM 83 60 0 08 Oct 2022
Analog Bits: Generating Discrete Data using Diffusion Models with Self-Conditioning Ting-Li Chen Ruixiang Zhang Geoffrey E. Hinton DiffM 62 300 0 08 Aug 2022
Classifier-Free Diffusion Guidance Jonathan Ho Tim Salimans FaML 91 3,830 0 26 Jul 2022
CTAB-GAN+: Enhancing Tabular Data Synthesis Zilong Zhao A. Kunar Robert Birke L. Chen 60 81 0 01 Apr 2022
RePaint: Inpainting using Denoising Diffusion Probabilistic Models Andreas Lugmayr Martin Danelljan Andrés Romero Feng Yu Radu Timofte Luc Van Gool DiffM 310 1,385 0 24 Jan 2022
Structured Denoising Diffusion Models in Discrete State-Spaces Jacob Austin Daniel D. Johnson Jonathan Ho Daniel Tarlow Rianne van den Berg DiffM 109 900 0 07 Jul 2021
Revisiting Deep Learning Models for Tabular Data Yu. V. Gorishniy Ivan Rubachev Valentin Khrulkov Artem Babenko LMTD 80 720 0 22 Jun 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 81 189 0 17 Feb 2021
CTAB-GAN: Effective Table Data Synthesizing Zilong Zhao A. Kunar H. V. D. Scheer Robert Birke L. Chen CML 155 198 0 16 Feb 2021
Score-Based Generative Modeling through Stochastic Differential Equations Yang Song Jascha Narain Sohl-Dickstein Diederik P. Kingma Abhishek Kumar Stefano Ermon Ben Poole DiffM SyDa 270 6,293 0 26 Nov 2020
Handling Missing Data with Graph Representation Learning Jiaxuan You Xiaobai Ma D. Ding Mykel Kochenderfer J. Leskovec 50 174 0 30 Oct 2020
DiffWave: A Versatile Diffusion Model for Audio Synthesis Zhifeng Kong Ming-Yu Liu Jiaji Huang Kexin Zhao Bryan Catanzaro DiffM BDL 86 1,429 0 21 Sep 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 327 17,550 0 19 Jun 2020
Generative Modeling by Estimating Gradients of the Data Distribution Yang Song Stefano Ermon SyDa DiffM 183 3,803 0 12 Jul 2019
Modeling Tabular data using Conditional GAN Lei Xu Maria Skoularidou Alfredo Cuesta-Infante K. Veeramachaneni CML MU SyDa GAN 79 1,232 0 01 Jul 2019
Diagnosing and Enhancing VAE Models Bin Dai David Wipf DRL 47 378 0 14 Mar 2019
Neural Ordinary Differential Equations T. Chen Yulia Rubanova J. Bettencourt David Duvenaud AI4CE 234 5,024 0 19 Jun 2018
GAIN: Missing Data Imputation using Generative Adversarial Nets Jinsung Yoon James Jordon M. Schaar GAN 39 1,001 0 07 Jun 2018
Membership Inference Attacks against Machine Learning Models Reza Shokri M. Stronati Congzheng Song Vitaly Shmatikov SLR MIALM MIACV 209 4,075 0 18 Oct 2016
SMOTE: Synthetic Minority Over-sampling Technique Nitesh Chawla Kevin W. Bowyer Lawrence Hall W. Kegelmeyer AI4TS 267 25,443 0 09 Jun 2011