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
SOS: A Shuffle Order Strategy for Data Augmentation in Industrial Human Activity Recognition Anh Tuan Ha Hoang Khang Phan Thai Minh Tien Ngo Anh Phan Truong Nhat Tan Le 24 0 0 15 May 2025
Synthesizing Diverse Network Flow Datasets with Scalable Dynamic Multigraph Generation Arya Grayeli Vipin Swarup Steven E. Noel 31 0 0 12 May 2025
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 38 0 0 08 May 2025
AI-Generated Fall Data: Assessing LLMs and Diffusion Model for Wearable Fall Detection Sana Alamgeer Yasine Souissi Anne H. H. Ngu 37 0 0 07 May 2025
A Note on Statistically Accurate Tabular Data Generation Using Large Language Models Andrey Sidorenko 41 0 0 05 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
Quantitative Auditing of AI Fairness with Differentially Private Synthetic Data Chih-Cheng Rex Yuan Bow-Yaw Wang 52 0 0 30 Apr 2025
Evaluating Generative Models for Tabular Data: Novel Metrics and Benchmarking Dayananda Herurkar Ahmad Ali Andreas Dengel 43 0 0 29 Apr 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
Explanations Go Linear: Interpretable and Individual Latent Encoding for Post-hoc Explainability Simone Piaggesi Riccardo Guidotti F. Giannotti D. Pedreschi FAtt LRM 139 0 0 29 Apr 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
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
Diffusion Transformers for Tabular Data Time Series Generation Fabrizio Garuti E. Sangineto Simone Luetto L. Forni Rita Cucchiara 59 0 0 10 Apr 2025
Enhancing Metabolic Syndrome Prediction with Hybrid Data Balancing and Counterfactuals Sanyam Paresh Shah Abdullah Mamun Shovito Barua Soumma Hassan Ghasemzadeh 28 0 0 09 Apr 2025
Explainable AI for building energy retrofitting under data scarcity Panagiota Rempi Sotiris Pelekis Alexandros-Menelaos Tzortzis Evangelos Karakolis Christos Ntanos D. Askounis 31 1 0 08 Apr 2025
Learning to Represent Individual Differences for Choice Decision Making Yan-Ying Chen Yue Weng Alexandre L. S. Filipowicz Rumen Iliev Francine Chen Shabnam Hakimi Yanxia Zhang Matthew Lee Kent Lyons Charlene C. Wu 48 0 0 27 Mar 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
Detecting and Mitigating DDoS Attacks with AI: A Survey Alexandru Apostu Silviu Florin Gheorghe Andrei Iulian Hiji Nicolae Cleju A. Pătraşcu Cristian Rusu Radu Tudor Ionescu Paul Irofti AAML 43 0 0 22 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
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
CtrTab: Tabular Data Synthesis with High-Dimensional and Limited Data Zuqing Li Jianzhong Qi Junhao Gan DiffM 55 0 0 09 Mar 2025
Handling Uncertainty in Health Data using Generative Algorithms Mahdi Arab Loodaricheh Neh Majmudar A. Raja Ansaf Salleb-Aouissi 64 0 0 05 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
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
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
Debt Collection Negotiations with Large Language Models: An Evaluation System and Optimizing Decision Making with Multi-Agent Xiaofeng Wang Z. Zhang Jinguang Zheng Yiming Ai Rui Wang 45 1 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 44 0 0 24 Feb 2025
Flexible Counterfactual Explanations with Generative Models Stig Hellemans Andres Algaba Sam Verboven Vincent Ginis 29 0 0 24 Feb 2025
Rebalancing the Scales: A Systematic Mapping Study of Generative Adversarial Networks (GANs) in Addressing Data Imbalance Pankaj Yadav Gulshan Sihag Vivek Vijay AI4CE 34 0 0 23 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 36 1 0 23 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
Privacy-Preserving Dataset Combination Keren Fuentes Mimee Xu Irene Chen 38 0 0 09 Feb 2025
A Conditional Tabular GAN-Enhanced Intrusion Detection System for Rare Attacks in IoT Networks Safaa Menssouri El-Mehdi Amhoud AAML 40 0 0 09 Feb 2025
Evaluating Inter-Column Logical Relationships in Synthetic Tabular Data Generation Yunbo Long Liming Xu Alexandra Brintrup 85 1 0 06 Feb 2025
Embedding-Driven Diversity Sampling to Improve Few-Shot Synthetic Data Generation Ivan Lopez Fateme Nateghi Haredasht Kaitlin Caoili Jonathan H. Chen Akshay S. Chaudhari MedIm SyDa 61 0 0 28 Jan 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
A Machine Learning Framework for Handling Unreliable Absence Label and Class Imbalance for Marine Stinger Beaching Prediction Amuche Ibenegbu Amandine Schaeffer Pierre Lafaye de Micheaux Rohitash Chandra 39 0 0 20 Jan 2025
Metrics for Inter-Dataset Similarity with Example Applications in Synthetic Data and Feature Selection Evaluation - Extended Version Muhammad Rajabinasab A. Lautrup Arthur Zimek 60 0 0 17 Jan 2025
BiasGuard: Guardrailing Fairness in Machine Learning Production Systems Nurit Cohen-Inger Seffi Cohen Neomi Rabaev L. Rokach Bracha Shapira 33 1 0 07 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
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
Predicting the Reliability of an Image Classifier under Image Distortion D. Nguyen Sunil Gupta Kien Do Svetha Venkatesh VLM 70 0 0 22 Dec 2024
Cross-table Synthetic Tabular Data Detection G. C. N. Kindji L. Rojas-Barahona Elisa Fromont Tanguy Urvoy LMTD 85 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 76 2 0 15 Dec 2024