TabDDPM: Modelling Tabular Data with Diffusion Models

30 September 2022

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

50 / 151 papers shown

Title
Generating Reliable Synthetic Clinical Trial Data: The Role of Hyperparameter Optimization and Domain Constraints Waldemar Hahn Jan-Niklas Eckardt Christoph Röllig Martin Sedlmayr J. Middeke M. Wolfien 36 0 0 08 May 2025
A Large Language Model for Feasible and Diverse Population Synthesis Sung Yoo Lim Hyunsoo Yun P. Bansal Dong-Kyu Kim Eui-Jin Kim SyDa 44 0 0 07 May 2025
The DCR Delusion: Measuring the Privacy Risk of Synthetic Data Zexi Yao Natasa Krco Georgi Ganev Yves-Alexandre de Montjoye 78 0 0 02 May 2025
What's Wrong with Your Synthetic Tabular Data? Using Explainable AI to Evaluate Generative Models Jan Kapar Niklas Koenen Martin Jullum 64 0 0 29 Apr 2025
Evaluating Generative Models for Tabular Data: Novel Metrics and Benchmarking Dayananda Herurkar Ahmad Ali Andreas Dengel 38 0 0 29 Apr 2025
A Comprehensive Survey of Synthetic Tabular Data Generation Ruxue Shi Yili Wang Mengnan Du Xu Shen Xin Wang 39 1 0 23 Apr 2025
Benchmarking Differentially Private Tabular Data Synthesis Kai Chen Xiaochen Li Chen Gong Ryan McKenna Tianhao Wang 26 0 0 18 Apr 2025
FedRecon: Missing Modality Reconstruction in Distributed Heterogeneous Environments Junming Liu Guosun Zeng Ding Wang Yanting Gao Yufei Jin 38 0 0 14 Apr 2025
Diffusion Transformers for Tabular Data Time Series Generation Fabrizio Garuti E. Sangineto Simone Luetto L. Forni Rita Cucchiara 57 0 0 10 Apr 2025
Datum-wise Transformer for Synthetic Tabular Data Detection in the Wild G. C. N. Kindji Elisa Fromont L. Rojas-Barahona Tanguy Urvoy 32 0 0 10 Apr 2025
Releasing Differentially Private Event Logs Using Generative Models Frederik Wangelik Majid Rafiei M. Pourbafrani Wil M.P. van der Aalst 26 0 0 08 Apr 2025
Generating Synthetic Data with Formal Privacy Guarantees: State of the Art and the Road Ahead Viktor Schlegel Anil A Bharath Zilong Zhao Kevin Yee 66 0 0 26 Mar 2025
GReaTER: Generate Realistic Tabular data after data Enhancement and Reduction Tung Sum Thomas Kwok Chi-Hua Wang Guang Cheng LMTD 69 1 0 19 Mar 2025
Winning the MIDST Challenge: New Membership Inference Attacks on Diffusion Models for Tabular Data Synthesis Xiaoyu Wu Yifei Pang Terrance Liu Steven Wu 55 2 0 15 Mar 2025
How Well Does Your Tabular Generator Learn the Structure of Tabular Data? Xiangjian Jiang Nikola Simidjievski M. Jamnik LMTD 75 0 0 13 Mar 2025
CtrTab: Tabular Data Synthesis with High-Dimensional and Limited Data Zuqing Li Jianzhong Qi Junhao Gan DiffM 53 0 0 09 Mar 2025
Tabby: Tabular Data Synthesis with Language Models Sonia Cromp Satya Sai Srinath Namburi GNVV Mohammed Alkhudhayri Catherine Cao Samuel Guo Nicholas Roberts Frederic Sala LMTD 58 0 0 04 Mar 2025
A Generalized Theory of Mixup for Structure-Preserving Synthetic Data Chungpa Lee Jongho Im Joseph H.T. Kim 33 0 0 03 Mar 2025
Synthetic Tabular Data Detection In the Wild G. C. N. Kindji Elisa Fromont L. Rojas-Barahona Tanguy Urvoy LMTD 58 1 0 03 Mar 2025
Beyond the convexity assumption: Realistic tabular data generation under quantifier-free real linear constraints Mihaela C. Stoian Eleonora Giunchiglia 84 2 0 25 Feb 2025
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 37 0 0 24 Feb 2025
TabGen-ICL: Residual-Aware In-Context Example Selection for Tabular Data Generation Liancheng Fang Aiwei Liu Hengrui Zhang Henry Peng Zou Weizhi Zhang Philip S. Yu LMTD 34 1 0 23 Feb 2025
Diffusion Models in Recommendation Systems: A Survey Ting-Ruen Wei Yi Fang 77 2 0 20 Feb 2025
Evaluating Inter-Column Logical Relationships in Synthetic Tabular Data Generation Yunbo Long Liming Xu Alexandra Brintrup 72 1 0 06 Feb 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
Kriging and Gaussian Process Interpolation for Georeferenced Data Augmentation Frédérick Fabre Ferber Dominique Gay Jean-Christophe Soulié Jean Diatta Odalric-Ambrym Maillard 36 0 0 13 Jan 2025
$Interpolation pour láugmentation de donnees : Application \`a la gestion des adventices de la canne a sucre a la Reunion$ Interpolation pour láugmentation de donnees : Application \`a la gestion des adventices de la canne a sucre a la Reunion Frédérick Fabre Ferber Dominique Gay Jean-Christophe Soulié Jean Diatta Odalric-Ambrym Maillard 26 0 0 10 Jan 2025
AIGT: AI Generative Table Based on Prompt Mingming Zhang Zhiqing Xiao Guoshan Lu Sai Wu Weiqiang Wang Xing Fu Can Yi Junbo Zhao LMTD VLM 35 2 0 24 Dec 2024
Cross-table Synthetic Tabular Data Detection G. C. N. Kindji L. Rojas-Barahona Elisa Fromont Tanguy Urvoy LMTD 75 0 0 17 Dec 2024
Understanding and Mitigating Memorization in Diffusion Models for Tabular Data Zhengyu Fang Zhimeng Jiang Huiyuan Chen Xiao Li Jing Li 72 2 0 15 Dec 2024
DP-2Stage: Adapting Language Models as Differentially Private Tabular Data Generators Tejumade Afonja Hui-Po Wang Raouf Kerkouche Mario Fritz SyDa 108 2 0 03 Dec 2024
Watermarking Generative Categorical Data Bochao Gu Hengzhi He Guang Cheng WaLM 37 0 0 16 Nov 2024
DEREC-SIMPRO: unlock Language Model benefits to advance Synthesis in Data Clean Room Tung Sum Thomas Kwok Chi-Hua Wang Guang Cheng SyDa 46 1 0 31 Oct 2024
Diffusion-nested Auto-Regressive Synthesis of Heterogeneous Tabular Data Hengrui Zhang Liancheng Fang Qitian Wu Philip S. Yu DiffM LMTD 26 1 0 28 Oct 2024
Addressing Asynchronicity in Clinical Multimodal Fusion via Individualized Chest X-ray Generation Wenfang Yao Chen Liu Kejing Yin W. K. Cheung Jing Qin 26 1 0 23 Oct 2024
Generating Tabular Data Using Heterogeneous Sequential Feature Forest Flow Matching Ange-Clément Akazan Alexia Jolicoeur-Martineau Ioannis Mitliagkas 22 0 0 20 Oct 2024
Data Augmentation via Diffusion Model to Enhance AI Fairness Christina Hastings Blow Lijun Qian Camille Gibson Pamela Obiomon Xishuang Dong DiffM 29 0 0 20 Oct 2024
A Survey on Deep Tabular Learning Shriyank Somvanshi Subasish Das Syed Aaqib Javed Gian Antariksa Ahmed Hossain LMTD 24 7 0 15 Oct 2024
Privacy Vulnerabilities in Marginals-based Synthetic Data Steven Golob Sikha Pentyala Anuar Maratkhan Martine De Cock 19 3 0 07 Oct 2024
NRGBoost: Energy-Based Generative Boosted Trees João Bravo 40 0 0 04 Oct 2024
TAEGAN: Generating Synthetic Tabular Data For Data Augmentation Jiayu Li Zilong Zhao Kevin Yee Uzair Javaid Biplab Sikdar LMTD 29 1 0 02 Oct 2024
Targeted synthetic data generation for tabular data via hardness characterization Tommaso Ferracci Leonie Goldmann Anton Hinel Francesco Sanna Passino 90 0 0 01 Oct 2024
Preserving logical and functional dependencies in synthetic tabular data Chaithra Umesh Kristian Schultz Manjunath Mahendra Saparshi Bej Olaf Wolkenhauer 24 0 0 26 Sep 2024
TabEBM: A Tabular Data Augmentation Method with Distinct Class-Specific Energy-Based Models Andrei Margeloiu Xiangjian Jiang Nikola Simidjievski M. Jamnik 33 5 0 24 Sep 2024
Deep generative models as an adversarial attack strategy for tabular machine learning Salijona Dyrmishi Mihaela C. Stoian Eleonora Giunchiglia Maxime Cordy AAML LMTD 16 0 0 19 Sep 2024
TREB: a BERT attempt for imputing tabular data imputation Shuyue Wang Wenjun Zhou Han drk-m-s Jiang Shuo Wang Ren Zheng 20 0 0 16 Sep 2024
TabKANet: Tabular Data Modeling with Kolmogorov-Arnold Network and Transformer Weihao Gao Zheng Gong Zhuo Deng Fuju Rong Chucheng Chen Lan Ma LMTD 25 0 0 13 Sep 2024
TrialSynth: Generation of Synthetic Sequential Clinical Trial Data Chufan Gao Mandis Beigi Afrah Shafquat Jacob Aptekar Jimeng Sun 24 0 0 11 Sep 2024
On The Role of Prompt Construction In Enhancing Efficacy and Efficiency of LLM-Based Tabular Data Generation Banooqa H. Banday Kowshik Thopalli Tanzima Z. Islam Jayaraman J. Thiagarajan 29 0 0 06 Sep 2024
Deep Feature Embedding for Tabular Data Yuqian Wu Hengyi Luo Raymond S. T. Lee LMTD 19 4 0 30 Aug 2024