Modeling Tabular data using Conditional GAN

1 July 2019

Lei Xu

Maria Skoularidou

Alfredo Cuesta-Infante

Papers citing "Modeling Tabular data using Conditional GAN"

50 / 429 papers shown

Title
Unmasking Trees for Tabular Data Calvin McCarter 37 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
Improving Trip Mode Choice Modeling Using Ensemble Synthesizer (ENSY) Amirhossein Parsi Melina Jafari Sina Sabzekar Zahra Amini 34 0 0 01 Jul 2024
LaTable: Towards Large Tabular Models B. V. Breugel Jonathan Crabbé Rob Davis Mihaela van der Schaar LMTD 36 4 0 25 Jun 2024
Automated Privacy-Preserving Techniques via Meta-Learning Tânia Carvalho Nuno Moniz Luís Antunes 49 0 0 24 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
Advancing Retail Data Science: Comprehensive Evaluation of Synthetic Data Yu Xia Chi-Hua Wang Joshua Mabry Guang Cheng ELM 37 4 0 19 Jun 2024
Data Plagiarism Index: Characterizing the Privacy Risk of Data-Copying in Tabular Generative Models Joshua Ward Chi-Hua Wang Guang Cheng 39 3 0 18 Jun 2024
P-TA: Using Proximal Policy Optimization to Enhance Tabular Data Augmentation via Large Language Models Shuo Yang Chenchen Yuan Yao Rong Felix Steinbauer Gjergji Kasneci 36 1 0 17 Jun 2024
MALLM-GAN: Multi-Agent Large Language Model as Generative Adversarial Network for Synthesizing Tabular Data Yaobin Ling Xiaoqian Jiang Yejin Kim SyDa 45 4 0 15 Jun 2024
TabularFM: An Open Framework For Tabular Foundational Models Quan M. Tran Suong N. Hoang Lam M. Nguyen Dzung Phan Hoang Thanh Lam LMTD 27 1 0 14 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 48 4 0 12 Jun 2024
CTSyn: A Foundational Model for Cross Tabular Data Generation Xiaofeng Lin Chenheng Xu Matthew Yang Guang Cheng 41 3 0 07 Jun 2024
Inference Attacks: A Taxonomy, Survey, and Promising Directions Feng Wu Lei Cui Shaowen Yao Shui Yu 39 2 0 04 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
Constrained Adaptive Attack: Effective Adversarial Attack Against Deep Neural Networks for Tabular Data Thibault Simonetto Salah Ghamizi Maxime Cordy AAML OOD 36 2 0 02 Jun 2024
Navigating Tabular Data Synthesis Research: Understanding User Needs and Tool Capabilities Maria F. Davila Sven Groen Fabian Panse Wolfram Wingerath LMTD 34 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 62 1 0 31 May 2024
ClavaDDPM: Multi-relational Data Synthesis with Cluster-guided Diffusion Models Wei Pang Masoumeh Shafieinejad Lucy Liu Xi He 43 8 0 28 May 2024
Conditioning on Time is All You Need for Synthetic Survival Data Generation Mohd Ashhad Ricardo Henao 29 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 35 2 0 27 May 2024
MCGAN: Enhancing GAN Training with Regression-Based Generator Loss Baoren Xiao Hao Ni Weixin Yang GAN 44 0 0 27 May 2024
KiNETGAN: Enabling Distributed Network Intrusion Detection through Knowledge-Infused Synthetic Data Generation Anantaa Kotal Brandon Luton Anupam Joshi 34 1 0 26 May 2024
FloodDamageCast: Building Flood Damage Nowcasting with Machine Learning and Data Augmentation Chia-Fu Liu Lipai Huang Kai Yin Samuel D. Brody Ali Mostafavi AI4CE 26 1 0 23 May 2024
Watermarking Generative Tabular Data Hengzhi He Peiyu Yu Junpeng Ren Ying Nian Wu Guang Cheng 57 4 0 22 May 2024
Representation Debiasing of Generated Data Involving Domain Experts Aditya Bhattacharya Simone Stumpf K. Verbert 36 2 0 17 May 2024
A Comprehensive Survey on Data Augmentation Zaitian Wang Pengfei Wang Kunpeng Liu Pengyang Wang Yanjie Fu Chang-Tien Lu Charu Aggarwal Jian Pei Yuanchun Zhou ViT 106 21 0 15 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
Inference With Combining Rules From Multiple Differentially Private Synthetic Datasets Leila Nombo Anne-Sophie Charest 25 0 0 08 May 2024
Synthetic Data from Diffusion Models Improve Drug Discovery Prediction Bing Hu Ashish Saragadam Anita Layton Helen Chen DiffM 34 1 0 06 May 2024
AnoGAN for Tabular Data: A Novel Approach to Anomaly Detection Aditya Singh Pavan Reddy 32 1 0 05 May 2024
Federated Transfer Component Analysis Towards Effective VNF Profiling Xunzheng Zhang Shadi Moazzeni Juan Marcelo Parra Ullauri R. Nejabati Dimitra Simeonidou 39 1 0 26 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
SynthEval: A Framework for Detailed Utility and Privacy Evaluation of Tabular Synthetic Data A. Lautrup Tobias Hyrup Arthur Zimek Peter Schneider-Kamp 37 10 0 24 Apr 2024
A Multi-Faceted Evaluation Framework for Assessing Synthetic Data Generated by Large Language Models Yefeng Yuan Yuhong Liu Liang Cheng SyDa ELM 23 2 0 20 Apr 2024
Multi-objective evolutionary GAN for tabular data synthesis Nian Ran B. I. Nasution C. Little Richard Allmendinger Mark Elliot 24 4 0 15 Apr 2024
An evaluation framework for synthetic data generation models I. Livieris Nikos Alimpertis George Domalis Dimitris Tsakalidis SyDa ELM 55 8 0 13 Apr 2024
An improved tabular data generator with VAE-GMM integration Patricia A. Apellániz J. Parras Santiago Zazo 43 6 0 12 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
Enhancing Network Intrusion Detection Performance using Generative Adversarial Networks Xinxing Zhao K. Fok V. Thing AAML 22 10 0 11 Apr 2024
Contextual Chart Generation for Cyber Deception David D. Nguyen David Liebowitz Surya Nepal S. Kanhere Sharif Abuadbba 46 0 0 07 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
FLIGAN: Enhancing Federated Learning with Incomplete Data using GAN Paul Joe Maliakel Shashikant Ilager Ivona Brandić 25 7 0 25 Mar 2024
Boarding for ISS: Imbalanced Self-Supervised: Discovery of a Scaled Autoencoder for Mixed Tabular Datasets Samuel Stocksieker Denys Pommeret Arthur Charpentier SSL 32 1 0 23 Mar 2024
Structured Evaluation of Synthetic Tabular Data Scott Cheng-Hsin Yang Baxter S. Eaves Michael Schmidt Ken Swanson Patrick Shafto 31 4 0 15 Mar 2024
Cooling-Guide Diffusion Model for Battery Cell Arrangement Nicholas Sung Liu Zheng Pingfeng Wang Faez Ahmed DiffM 29 1 0 14 Mar 2024
A Comparison of SynDiffix Multi-table versus Single-table Synthetic Data Paul Francis 29 0 0 13 Mar 2024