CTAB-GAN: Effective Table Data Synthesizing

16 February 2021

Papers citing "CTAB-GAN: Effective Table Data Synthesizing"

50 / 109 papers shown

Title
A Large Language Model for Feasible and Diverse Population Synthesis Sung Yoo Lim Hyunsoo Yun P. Bansal Dong-Kyu Kim Eui-Jin Kim SyDa 46 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 134 0 0 02 May 2025
A Comprehensive Survey of Synthetic Tabular Data Generation Ruxue Shi Yili Wang Mengnan Du Xu Shen Xin Wang 49 2 0 23 Apr 2025
Probabilistic causal graphs as categorical data synthesizers: Do they do better than Gaussian Copulas and Conditional Tabular GANs? Olha Shaposhnyk Noor Abid Mouri Zakir Svetlana Yanushkevich CML 41 0 0 15 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 68 0 0 26 Mar 2025
Assessing Generative Models for Structured Data Reilly Cannon Nicolette M. Laird Caesar Vazquez Andy Lin Amy Wagler Tony Chiang 41 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 83 0 0 13 Mar 2025
Privacy-Preserving Fair Synthetic Tabular Data Fatima Jahan Sarmin Atiquer R. Rahman Christopher J. Henry Noman Mohammed 45 0 0 04 Mar 2025
A Generalized Theory of Mixup for Structure-Preserving Synthetic Data Chungpa Lee Jongho Im Joseph H.T. Kim 36 0 0 03 Mar 2025
A Pipeline of Augmentation and Sequence Embedding for Classification of Imbalanced Network Traffic Matin Shokri Ramin Hasibi AI4TS 68 0 0 26 Feb 2025
Flexible Counterfactual Explanations with Generative Models Stig Hellemans Andres Algaba Sam Verboven Vincent Ginis 29 0 0 24 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 44 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 99 0 0 20 Feb 2025
Evaluating Inter-Column Logical Relationships in Synthetic Tabular Data Generation Yunbo Long Liming Xu Alexandra Brintrup 85 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 47 1 0 21 Jan 2025
Synthetic Data Privacy Metrics Amy Steier Lipika Ramaswamy Andre Manoel Alexa Haushalter 43 0 0 08 Jan 2025
Creating Artificial Students that Never Existed: Leveraging Large Language Models and CTGANs for Synthetic Data Generation Mohammad Khalil Farhad Vadiee Ronas Shakya Qinyi Liu SyDa 36 7 0 03 Jan 2025
Can Synthetic Data be Fair and Private? A Comparative Study of Synthetic Data Generation and Fairness Algorithms Qinyi Liu Oscar Blessed Deho Farhad Vadiee Mohammad Khalil Srecko Joksimovic George Siemens SyDa 41 6 0 03 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 52 0 0 31 Dec 2024
Hierarchical Conditional Tabular GAN for Multi-Tabular Synthetic Data Generation Wilhelm Ågren Victorio Úbeda Sosa 32 0 0 11 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 54 1 0 31 Oct 2024
Generating Tabular Data Using Heterogeneous Sequential Feature Forest Flow Matching Ange-Clément Akazan Alexia Jolicoeur-Martineau Ioannis Mitliagkas 24 0 0 20 Oct 2024
Boardwalk Empire: How Generative AI is Revolutionizing Economic Paradigms Subramanyam Sahoo Kamlesh Dutta 33 1 0 19 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 34 1 0 02 Oct 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
TrialSynth: Generation of Synthetic Sequential Clinical Trial Data Chufan Gao Mandis Beigi Afrah Shafquat Jacob Aptekar Jimeng Sun 28 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 29 4 0 06 Aug 2024
Synthetic Data, Similarity-based Privacy Metrics, and Regulatory (Non-)Compliance Georgi Ganev 32 0 0 24 Jul 2024
Unmasking Trees for Tabular Data Calvin McCarter 35 3 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 51 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 30 7 0 02 Jul 2024
A Deep Generative Framework for Joint Households and Individuals Population Synthesis Xiao Qian Utkarsh Gangwal Shangjia Dong Rachel Davidson 42 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
Data Collection and Labeling Techniques for Machine Learning Qianyu Huang Tongfang Zhao 29 2 0 19 Jun 2024
CTSyn: A Foundational Model for Cross Tabular Data Generation Xiaofeng Lin Chenheng Xu Matthew Yang Guang Cheng 39 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 32 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 60 1 0 31 May 2024
ClavaDDPM: Multi-relational Data Synthesis with Cluster-guided Diffusion Models Wei Pang Masoumeh Shafieinejad Lucy Liu Xi He 40 8 0 28 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 33 2 0 27 May 2024
Watermarking Generative Tabular Data Hengzhi He Peiyu Yu Junpeng Ren Ying Nian Wu Guang Cheng 57 4 0 22 May 2024
Synthetic Tabular Data Validation: A Divergence-Based Approach Patricia A. Apellániz Ana Jiménez Borja Arroyo Galende J. Parras Santiago Zazo 29 3 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
SynthEval: A Framework for Detailed Utility and Privacy Evaluation of Tabular Synthetic Data A. Lautrup Tobias Hyrup Arthur Zimek Peter Schneider-Kamp 34 10 0 24 Apr 2024
iTBLS: A Dataset of Interactive Conversations Over Tabular Information Anirudh S. Sundar Christopher Richardson William Gay Larry Heck LMTD 41 1 0 19 Apr 2024
An improved tabular data generator with VAE-GMM integration Patricia A. Apellániz J. Parras Santiago Zazo 41 6 0 12 Apr 2024
Privacy Re-identification Attacks on Tabular GANs Abdallah Alshantti Adil Rasheed Frank Westad AAML 19 3 0 31 Mar 2024
DSF-GAN: DownStream Feedback Generative Adversarial Network Oriel Perets Nadav Rappoport 19 0 0 27 Mar 2024