TabDDPM: Modelling Tabular Data with Diffusion Models

30 September 2022

Papers citing "TabDDPM: Modelling Tabular Data with Diffusion Models"

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Title
HARMONIC: Harnessing LLMs for Tabular Data Synthesis and Privacy Protection Yuxin Wang Duanyu Feng Yongfu Dai Zhengyu Chen Jimin Huang Sophia Ananiadou Qianqian Xie Hao Wang 26 3 0 06 Aug 2024
Table Transformers for Imputing Textual Attributes Ting-Ruen Wei Yuan Wang Yoshitaka Inoue Hsin-Tai Wu Yi Fang LMTD 27 0 0 04 Aug 2024
A Systematic Review on Long-Tailed Learning Chongsheng Zhang G. Almpanidis Gaojuan Fan Binquan Deng Yanbo Zhang Ji Liu Aouaidjia Kamel Paolo Soda Joao Gama 25 6 0 01 Aug 2024
Self-Supervision Improves Diffusion Models for Tabular Data Imputation Yixin Liu Thalaiyasingam Ajanthan Hisham Husain Vu-Linh Nguyen 34 9 0 25 Jul 2024
Synthetic Data, Similarity-based Privacy Metrics, and Regulatory (Non-)Compliance Georgi Ganev 19 0 0 24 Jul 2024
Transformers with Stochastic Competition for Tabular Data Modelling Andreas Voskou Charalambos Christoforou S. Chatzis LMTD 17 1 0 18 Jul 2024
A Novel GAN Approach to Augment Limited Tabular Data for Short-Term Substance Use Prediction Nguyen Thach P. Habecker Bergen Johnston Lillianna Cervantes Anika R. Eisenbraun Alex Mason Kimberly Tyler Bilal Khan Hau Chan 13 0 0 17 Jul 2024
Diff-MTS: Temporal-Augmented Conditional Diffusion-based AIGC for Industrial Time Series Towards the Large Model Era Lei Ren Haiteng Wang Y. Laili AI4CE 31 4 0 16 Jul 2024
Synthetic Data: Revisiting the Privacy-Utility Trade-off Fatima Jahan Sarmin Atiquer Rahman Sarkar Yang Wang Noman Mohammed 32 3 0 09 Jul 2024
Unmasking Trees for Tabular Data Calvin McCarter 29 2 0 08 Jul 2024
Artificial Inductive Bias for Synthetic Tabular Data Generation in Data-Scarce Scenarios Patricia A. Apellániz Ana Jiménez Borja Arroyo Galende J. Parras Santiago Zazo 49 1 0 03 Jul 2024
Diffusion Models for Tabular Data Imputation and Synthetic Data Generation Mario Villaizán-Vallelado Matteo Salvatori Carlos Segura Ioannis Arapakis MedIm DiffM 22 6 0 02 Jul 2024
A Deep Generative Framework for Joint Households and Individuals Population Synthesis Xiao Qian Utkarsh Gangwal Shangjia Dong Rachel Davidson 34 1 0 30 Jun 2024
LaTable: Towards Large Tabular Models B. V. Breugel Jonathan Crabbé Rob Davis Mihaela van der Schaar LMTD 29 4 0 25 Jun 2024
TimeAutoDiff: Combining Autoencoder and Diffusion model for time series tabular data synthesizing Namjoon Suh Yuning Yang Din-Yin Hsieh Qitong Luan Shirong Xu Shixiang Zhu Guang Cheng 63 5 0 23 Jun 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 16 2 0 20 Jun 2024
Advancing Retail Data Science: Comprehensive Evaluation of Synthetic Data Yu Xia Chi-Hua Wang Joshua Mabry Guang Cheng ELM 32 3 0 19 Jun 2024
MALLM-GAN: Multi-Agent Large Language Model as Generative Adversarial Network for Synthesizing Tabular Data Yaobin Ling Xiaoqian Jiang Yejin Kim SyDa 36 4 0 15 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 38 4 0 12 Jun 2024
Treeffuser: Probabilistic Predictions via Conditional Diffusions with Gradient-Boosted Trees Nicolas Beltran-Velez Alessandro Antonio Grande Achille Nazaret A. Kucukelbir David M. Blei 31 3 0 11 Jun 2024
CTSyn: A Foundational Model for Cross Tabular Data Generation Xiaofeng Lin Chenheng Xu Matthew Yang Guang Cheng 37 3 0 07 Jun 2024
TabMDA: Tabular Manifold Data Augmentation for Any Classifier using Transformers with In-context Subsetting Andrei Margeloiu A. Bazaga Nikola Simidjievski Pietro Lió M. Jamnik LMTD 41 5 0 03 Jun 2024
Differentially Private Tabular Data Synthesis using Large Language Models Toan V. Tran Li Xiong SyDa 38 6 0 03 Jun 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
Unleashing the Potential of Diffusion Models for Incomplete Data Imputation Hengrui Zhang Liancheng Fang Philip S. Yu 16 5 0 31 May 2024
Masked Language Modeling Becomes Conditional Density Estimation for Tabular Data Synthesis SeungHwan An Gyeongdong Woo Jaesung Lim ChangHyun Kim Sungchul Hong Jong-June Jeon 52 1 0 31 May 2024
ClavaDDPM: Multi-relational Data Synthesis with Cluster-guided Diffusion Models Wei Pang Masoumeh Shafieinejad Lucy Liu Xi He 38 8 0 28 May 2024
Conditioning on Time is All You Need for Synthetic Survival Data Generation Mohd Ashhad Ricardo Henao 27 0 0 27 May 2024
A Correlation- and Mean-Aware Loss Function and Benchmarking Framework to Improve GAN-based Tabular Data Synthesis Minh H. Vu Daniel Edler C. Wibom Tommy Löfstedt Beatrice Melin M. Rosvall 28 2 0 27 May 2024
Enhancing Accuracy in Generative Models via Knowledge Transfer Xinyu Tian Xiaotong Shen 29 2 0 27 May 2024
Watermarking Generative Tabular Data Hengzhi He Peiyu Yu Junpeng Ren Ying Nian Wu Guang Cheng 44 4 0 22 May 2024
Binning as a Pretext Task: Improving Self-Supervised Learning in Tabular Domains Kyungeun Lee Ye Seul Sim Hye-Seung Cho Moonjung Eo Suhee Yoon Sanghyu Yoon Woohyung Lim SSL 27 5 0 13 May 2024
Privacy-Preserving Statistical Data Generation: Application to Sepsis Detection Eric Macias-Fassio Aythami Morales Cristina Pruenza Julian Fierrez SyDa 14 0 0 25 Apr 2024
Enhancing Deep Knowledge Tracing via Diffusion Models for Personalized Adaptive Learning Ming-Mu Kuo Shouvon Sarker Lijun Qian Yujian Fu Xiangfang Li Xishuang Dong AI4Ed 40 1 0 25 Apr 2024
iTBLS: A Dataset of Interactive Conversations Over Tabular Information Anirudh S. Sundar Christopher Richardson William Gay Larry Heck LMTD 34 1 0 19 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
Fault Detection in Mobile Networks Using Diffusion Models Mohamad Nabeel Doumitrou Daniil Nimara Tahar Zanouda 27 0 0 14 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
Contextual Chart Generation for Cyber Deception David D. Nguyen David Liebowitz Surya Nepal S. Kanhere Sharif Abuadbba 41 0 0 07 Apr 2024
Automated data processing and feature engineering for deep learning and big data applications: a survey A. Mumuni F. Mumuni TPM 35 47 0 18 Mar 2024
Structured Evaluation of Synthetic Tabular Data Scott Cheng-Hsin Yang Baxter S. Eaves Michael Schmidt Ken Swanson Patrick Shafto 28 4 0 15 Mar 2024
Cooling-Guide Diffusion Model for Battery Cell Arrangement Nicholas Sung Liu Zheng Pingfeng Wang Faez Ahmed DiffM 18 1 0 14 Mar 2024
Quantifying and Mitigating Privacy Risks for Tabular Generative Models Chaoyi Zhu Jiayi Tang Hans Brouwer Juan F. Pérez Marten van Dijk Lydia Y. Chen 55 5 0 12 Mar 2024
SEMRes-DDPM: Residual Network Based Diffusion Modelling Applied to Imbalanced Data Ming Zheng Yang Yang Zhiguang Zhao Shan-Chao Gan Yang Chen Si-Kai Ni Yang Lu DiffM MedIm 14 0 0 09 Mar 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
Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey Xi Fang Weijie Xu Fiona Anting Tan Jiani Zhang Ziqing Hu Yanjun Qi Scott Nickleach Diego Socolinsky Srinivasan H. Sengamedu Christos Faloutsos LMTD ALM 30 63 0 27 Feb 2024
Systematic Assessment of Tabular Data Synthesis Algorithms Yuntao Du Ninghui Li 27 4 0 09 Feb 2024
How Realistic Is Your Synthetic Data? Constraining Deep Generative Models for Tabular Data Mihaela C. Stoian Salijona Dyrmishi Maxime Cordy Thomas Lukasiewicz Eleonora Giunchiglia 21 14 0 07 Feb 2024
A Bias-Variance Decomposition for Ensembles over Multiple Synthetic Datasets Ossi Raisa Antti Honkela 67 0 0 06 Feb 2024
Diffusion model for relational inference Shuhan Zheng Ziqiang Li Kantaro Fujiwara Gouhei Tanaka DiffM 17 1 0 30 Jan 2024