CTAB-GAN+: Enhancing Tabular Data Synthesis

1 April 2022

Papers citing "CTAB-GAN+: Enhancing Tabular Data Synthesis"

43 / 43 papers shown

Title
What's Wrong with Your Synthetic Tabular Data? Using Explainable AI to Evaluate Generative Models Jan Kapar Niklas Koenen Martin Jullum 66 0 0 29 Apr 2025
A Comprehensive Survey of Synthetic Tabular Data Generation Ruxue Shi Yili Wang Mengnan Du Xu Shen Xin Wang 51 2 0 23 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 71 0 0 26 Mar 2025
Assessing Generative Models for Structured Data Reilly Cannon Nicolette M. Laird Caesar Vazquez Andy Lin Amy Wagler Tony Chiang 43 0 0 26 Mar 2025
CtrTab: Tabular Data Synthesis with High-Dimensional and Limited Data Zuqing Li Jianzhong Qi Junhao Gan DiffM 60 0 0 09 Mar 2025
A Generalized Theory of Mixup for Structure-Preserving Synthetic Data Chungpa Lee Jongho Im Joseph H.T. Kim 51 0 0 03 Mar 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 52 0 0 24 Feb 2025
Synthetic Tabular Data Generation for Imbalanced Classification: The Surprising Effectiveness of an Overlap Class Annie D'souza Swetha M Sunita Sarawagi 101 0 0 20 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 54 1 0 21 Jan 2025
IRG: Generating Synthetic Relational Databases using Deep Learning with Insightful Relational Understanding Jiayu Li Zilong Zhao Vikram Chundawat Biplab Sikdar Y. C. Tay 66 0 0 31 Dec 2024
TAEGAN: Generating Synthetic Tabular Data For Data Augmentation Jiayu Li Zilong Zhao Kevin Yee Uzair Javaid Biplab Sikdar LMTD 45 1 0 02 Oct 2024
TrialSynth: Generation of Synthetic Sequential Clinical Trial Data Chufan Gao Mandis Beigi Afrah Shafquat Jacob Aptekar Jimeng Sun 35 0 0 11 Sep 2024
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 34 6 0 06 Aug 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 31 0 0 17 Jul 2024
High-Quality Tabular Data Generation using Post-Selected VAE Volodymyr Shulakov 26 1 0 17 Jul 2024
A Deep Generative Framework for Joint Households and Individuals Population Synthesis Xiao Qian Utkarsh Gangwal Shangjia Dong Rachel Davidson 57 1 0 30 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 71 5 0 23 Jun 2024
CTSyn: A Foundational Model for Cross Tabular Data Generation Xiaofeng Lin Chenheng Xu Matthew Yang Guang Cheng 43 3 0 07 Jun 2024
Navigating Tabular Data Synthesis Research: Understanding User Needs and Tool Capabilities Maria F. Davila Sven Groen Fabian Panse Wolfram Wingerath LMTD 39 1 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 73 1 0 31 May 2024
Improve Fidelity and Utility of Synthetic Credit Card Transaction Time Series from Data-centric Perspective Din-Yin Hsieh ChiHua Wang Guang Cheng AI4TS 31 5 0 01 Jan 2024
TabMT: Generating tabular data with masked transformers Manbir Gulati Paul F. Roysdon LMTD 52 34 0 11 Dec 2023
TransCORALNet: A Two-Stream Transformer CORAL Networks for Supply Chain Credit Assessment Cold Start Jie Shi A. Siebes S. Mehrkanoon 48 0 0 30 Nov 2023
AutoDiff: combining Auto-encoder and Diffusion model for tabular data synthesizing Namjoon Suh Xiaofeng Lin Din-Yin Hsieh Merhdad Honarkhah Guang Cheng 24 16 0 24 Oct 2023
TabuLa: Harnessing Language Models for Tabular Data Synthesis Zilong Zhao Robert Birke Lydia Y. Chen LMTD 45 29 0 19 Oct 2023
Generating and Imputing Tabular Data via Diffusion and Flow-based Gradient-Boosted Trees Alexia Jolicoeur-Martineau Kilian Fatras Tal Kachman 33 31 0 18 Sep 2023
A supervised generative optimization approach for tabular data S. Nakamura-Sakai Fadi Hamad Saheed O. Obitayo Vamsi K. Potluru 25 2 0 10 Sep 2023
DP-TBART: A Transformer-based Autoregressive Model for Differentially Private Tabular Data Generation Rodrigo Castellon Achintya Gopal Brian Bloniarz David S. Rosenberg 30 8 0 19 Jul 2023
On Rényi Differential Privacy in Statistics-Based Synthetic Data Generation Takayuki Miura Toshiki Shibahara M. Kii Atsunori Ichikawa Juko Yamamoto Koji Chida SyDa 30 0 0 31 Mar 2023
REaLTabFormer: Generating Realistic Relational and Tabular Data using Transformers Aivin V. Solatorio Olivier Dupriez LMTD 30 62 0 04 Feb 2023
ODIM: Outlier Detection via Likelihood of Under-Fitted Generative Models Dongha Kim Jaesung Hwang Jongjin Lee Kunwoong Kim Yongdai Kim OODD 33 1 0 11 Jan 2023
Permutation-Invariant Tabular Data Synthesis Yujin Zhu Zilong Zhao Robert Birke L. Chen 31 2 0 17 Nov 2022
Federated Learning for Tabular Data: Exploring Potential Risk to Privacy Han Wu Zilong Zhao L. Chen Aad van Moorsel FedML 28 7 0 13 Oct 2022
FCT-GAN: Enhancing Table Synthesis via Fourier Transform Zilong Zhao Robert Birke L. Chen 27 7 0 12 Oct 2022
TabDDPM: Modelling Tabular Data with Diffusion Models Akim Kotelnikov Dmitry Baranchuk Ivan Rubachev Artem Babenko DiffM 78 244 0 30 Sep 2022
TabSynDex: A Universal Metric for Robust Evaluation of Synthetic Tabular Data Vikram S Chundawat Ayush K Tarun Murari Mandal M. Lahoti Pratik Narang 21 28 0 12 Jul 2022
Adversarial random forests for density estimation and generative modeling David S. Watson Kristin Blesch Jan Kapar Marvin N. Wright GAN 65 20 0 19 May 2022
ComicGAN: Text-to-Comic Generative Adversarial Network Ben Proven-Bessel Zilong Zhao L. Chen GAN 25 8 0 19 Sep 2021
CTAB-GAN: Effective Table Data Synthesizing Zilong Zhao A. Kunar H. V. D. Scheer Robert Birke L. Chen CML 132 198 0 16 Feb 2021
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 321 10,391 0 12 Dec 2018
Data Synthesis based on Generative Adversarial Networks Noseong Park Mahmoud Mohammadi Kshitij Gorde S. Jajodia Hongkyu Park Youngmin Kim 119 471 0 09 Jun 2018
Generating Multi-label Discrete Patient Records using Generative Adversarial Networks Edward Choi Siddharth Biswal B. Malin J. Duke Walter F. Stewart Jimeng Sun SyDa GAN 156 570 0 19 Mar 2017
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 250 3,193 0 30 Oct 2016