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STaSy: Score-based Tabular data Synthesis

International Conference on Learning Representations (ICLR), 2022

8 October 2022

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Papers citing "STaSy: Score-based Tabular data Synthesis"

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Title
Boosting Predictive Performance on Tabular Data through Data Augmentation with Latent-Space Flow-Based Diffusion Md. Tawfique Ihsan Md. Rakibul Hasan Rafi Ahmed Shoyeb Raihan Imtiaz Ahmed Abdullahil Azeem DiffM 102 0 0 20 Nov 2025
Privacy-Preserving Tabular Synthetic Data Generation Using TabularARGN Andrey Sidorenko P. Tiwald 136 1 0 08 Aug 2025
$Democratizing Tabular Data Access with an Open$\unicode{x2013}$Source Synthetic$\unicode{x2013}$Data SDK$ Democratizing Tabular Data Access with an Open $\unicode{x2013}$ Source Synthetic $\unicode{x2013}$ Data SDK Ivona Krchova Mariana Vargas-Vieyra Mario Scriminaci Andrey Sidorenko 66 0 0 01 Aug 2025
Diffuse Everything: Multimodal Diffusion Models on Arbitrary State Spaces Kevin Rojas Yuchen Zhu Sichen Zhu Felix X.-F. Ye Molei Tao DiffM 186 10 0 09 Jun 2025
A Closer Look on Memorization in Tabular Diffusion Model: A Data-Centric Perspective Zhengyu Fang Zhimeng Jiang Huiyuan Chen Xiaoge Zhang Kaiyu Tang Xiao Li Jing Li TDI 194 1 0 28 May 2025
LLMSynthor: Macro-Aligned Micro-Records Synthesis with Large Language Models Yihong Tang Menglin Kong Lijun Sun Tong Nie Lijun Sun SyDa 212 1 0 20 May 2025
A Comprehensive Survey of Synthetic Tabular Data Generation Ruxue Shi Yili Wang Mengnan Du Xu Shen Yi Chang Xin Wang 625 10 0 23 Apr 2025
Diffusion Transformers for Tabular Data Time Series GenerationInternational Conference on Learning Representations (ICLR), 2025 Fabrizio Garuti E. Sangineto Simone Luetto L. Forni Rita Cucchiara 396 3 0 10 Apr 2025
Towards Synthesizing High-Dimensional Tabular Data with Limited Samples Zuqing Li Junhao Gan Jianzhong Qi DiffM 185 0 0 09 Mar 2025
A Generalized Theory of Mixup for Structure-Preserving Synthetic DataInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2025 Chungpa Lee Jongho Im Joseph H.T. Kim 244 0 0 03 Mar 2025
Beyond the convexity assumption: Realistic tabular data generation under quantifier-free real linear constraintsInternational Conference on Learning Representations (ICLR), 2025 Mihaela C. Stoian Eleonora Giunchiglia 260 8 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 Niki van Stein Thomas Bäck M. Leeuwen DiffM 259 5 0 24 Feb 2025
TabGen-ICL: Residual-Aware In-Context Example Selection for Tabular Data GenerationAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Liancheng Fang Aiwei Liu Hengrui Zhang Henry Peng Zou Weizhi Zhang Philip S. Yu LMTD 194 3 0 23 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 377 10 0 21 Jan 2025
Understanding and Mitigating Memorization in Diffusion Models for Tabular Data Zhengyu Fang Zhimeng Jiang Huiyuan Chen Xiao Li Jing Li 348 6 0 15 Dec 2024
Diffusion-nested Auto-Regressive Synthesis of Heterogeneous Tabular Data Hengrui Zhang Liancheng Fang Qitian Wu Philip S. Yu DiffM LMTD 118 5 0 28 Oct 2024
TabDiff: a Multi-Modal Diffusion Model for Tabular Data GenerationInternational Conference on Learning Representations (ICLR), 2024 Juntong Shi Minkai Xu Harper Hua Hengrui Zhang Stefano Ermon J. Leskovec DiffM 210 1 0 27 Oct 2024
Targeted synthetic data generation for tabular data via hardness characterization Tommaso Ferracci Leonie Goldmann Anton Hinel Francesco Sanna Passino 512 1 0 01 Oct 2024
TabEBM: A Tabular Data Augmentation Method with Distinct Class-Specific Energy-Based ModelsNeural Information Processing Systems (NeurIPS), 2024 Andrei Margeloiu Xiangjian Jiang Nikola Simidjievski M. Jamnik 235 8 0 24 Sep 2024
Deep generative models as an adversarial attack strategy for tabular machine learningInternational Conference on Machine Learning and Computing (ICMLC), 2024 Salijona Dyrmishi Mihaela C. Stoian Eleonora Giunchiglia Maxime Cordy AAML LMTD 122 2 0 19 Sep 2024
Tabular Data Augmentation for Machine Learning: Progress and Prospects of Embracing Generative AI Lingxi Cui Huan Li Ke Chen Alexander Lerch Gang Chen LMTD 275 23 0 31 Jul 2024
Self-Supervision Improves Diffusion Models for Tabular Data Imputation Yixin Liu Thalaiyasingam Ajanthan Hisham Husain Vu-Linh Nguyen 174 20 0 25 Jul 2024
Unmasking Trees for Tabular Data Calvin McCarter 271 4 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 339 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 237 15 0 02 Jul 2024
TimeAutoDiff: A Unified Framework for Generation, Imputation, Forecasting, and Time-Varying Metadata Conditioning of Heterogeneous Time Series Tabular Data Namjoon Suh Yuning Yang Din-Yin Hsieh Qitong Luan Shirong Xu Shixiang Zhu Guang Cheng 216 15 0 23 Jun 2024
Data Plagiarism Index: Characterizing the Privacy Risk of Data-Copying in Tabular Generative Models Joshua Ward Chi-Hua Wang Guang Cheng 188 9 0 18 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 321 5 0 12 Jun 2024
Navigating Tabular Data Synthesis Research: Understanding User Needs and Tool Capabilities Maria F. Davila Sven Groen Fabian Panse Wolfram Wingerath LMTD 169 6 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 274 2 0 31 May 2024
ClavaDDPM: Multi-relational Data Synthesis with Cluster-guided Diffusion Models Wei Pang Masoumeh Shafieinejad Lucy Liu Xi He 209 22 0 28 May 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 231 8 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 364 11 0 12 Apr 2024
Structured Evaluation of Synthetic Tabular Data Scott Cheng-Hsin Yang Baxter S. Eaves Michael Schmidt Ken Swanson Patrick Shafto 237 7 0 15 Mar 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 432 158 0 27 Feb 2024
Systematic Assessment of Tabular Data Synthesis Yuntao Du Ninghui Li 196 10 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 156 24 0 07 Feb 2024
A Survey on Statistical Theory of Deep Learning: Approximation, Training Dynamics, and Generative ModelsAnnual Review of Statistics and Its Application (ARSIA), 2024 Namjoon Suh Guang Cheng MedIm 265 17 0 14 Jan 2024
Improve Fidelity and Utility of Synthetic Credit Card Transaction Time Series from Data-centric Perspective Din-Yin Hsieh ChiHua Wang Guang Cheng AI4TS 146 5 0 01 Jan 2024
Curated LLM: Synergy of LLMs and Data Curation for tabular augmentation in low-data regimes Nabeel Seedat Nicolas Huynh B. V. Breugel M. Schaar 248 45 0 19 Dec 2023
Continuous Diffusion for Mixed-Type Tabular DataInternational Conference on Learning Representations (ICLR), 2023 Markus Mueller Kathrin Gruber Dennis Fok DiffM 448 8 0 16 Dec 2023
TabMT: Generating tabular data with masked transformers Manbir Gulati Paul F. Roysdon LMTD 163 56 0 11 Dec 2023
Boosting Data Analytics With Synthetic Volume Expansion Xiaotong Shen Yifei Liu Rex Shen 248 4 0 27 Oct 2023
AutoDiff: combining Auto-encoder and Diffusion model for tabular data synthesizing Namjoon Suh Xiaofeng Lin Din-Yin Hsieh Merhdad Honarkhah Guang Cheng 221 25 0 24 Oct 2023
Mixed-Type Tabular Data Synthesis with Score-based Diffusion in Latent Space Hengrui Zhang Jiani Zhang Ninad Kulkarni Zhengyuan Shen Xiao Qin Christos Faloutsos Huzefa Rangwala George Karypis DiffM 327 172 0 14 Oct 2023
ResBit: Residual Bit Vector for Categorical Values Masane Fuchi Amar Zanashir Si-Qing Chen Tomohiro Takagi 209 1 0 29 Sep 2023
Generating and Imputing Tabular Data via Diffusion and Flow-based Gradient-Boosted TreesInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 Alexia Jolicoeur-Martineau Kilian Fatras Tal Kachman 234 55 0 18 Sep 2023
CuTS: Customizable Tabular Synthetic Data GenerationInternational Conference on Machine Learning (ICML), 2023 Mark Vero Mislav Balunović Martin Vechev 221 8 0 07 Jul 2023
MissDiff: Training Diffusion Models on Tabular Data with Missing Values Yidong Ouyang Liyan Xie Chongxuan Li Guang Cheng DiffM 247 35 0 02 Jul 2023
On the Usefulness of Synthetic Tabular Data Generation Dionysis Manousakas Sergul Aydore 164 15 0 27 Jun 2023

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STaSy: Score-based Tabular data Synthesis

Papers citing "STaSy: Score-based Tabular data Synthesis"