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Tabular Data Generation

Generation of the tabular data using generative models

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–60 of 73 papers

Title	Date	Tasks	Status	Hype	Score
A Survey on Tabular Data Generation: Utility, Alignment, Fidelity, Privacy, and Beyond	Mar 7, 2025	NavigatePrivacy Preserving	—Unverified	0	0
Causal-TGAN: Causally-Aware Synthetic Tabular Data Generative Adversarial Network	Sep 29, 2021	Generative Adversarial NetworkImage Generation	—Unverified	0	0
Comparing Synthetic Tabular Data Generation Between a Probabilistic Model and a Deep Learning Model for Education Use Cases	Oct 16, 2022	Deep LearningGenerative Adversarial Network	—Unverified	0	0
Composable Generative Models	Feb 18, 2021	ImputationPrivacy Preserving	—Unverified	0	0
CTSyn: A Foundational Model for Cross Tabular Data Generation	Jun 7, 2024	DiversitySynthetic Data Generation	—Unverified	0	0
Differentially Private Federated Learning of Diffusion Models for Synthetic Tabular Data Generation	Dec 20, 2024	DenoisingFederated Learning	—Unverified	0	0
Differentially Private Tabular Data Synthesis using Large Language Models	Jun 3, 2024	FairnessTabular Data Generation	—Unverified	0	0
DP-TBART: A Transformer-based Autoregressive Model for Differentially Private Tabular Data Generation	Jul 19, 2023	Deep LearningTabular Data Generation	—Unverified	0	0
Generating Realistic Tabular Data with Large Language Models	Oct 29, 2024	Tabular Data Generation	—Unverified	0	0
Generative Forests	Aug 7, 2023	Density EstimationImputation	—Unverified	0	0

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All datasets Adult Census Income California Housing Prices Diabetes HELOC SICK Travel

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Binary Diffusion	DT Accuracy	85.27	—	Unverified
2	GReaT	DT Accuracy	84.81	—	Unverified
3	Distill-GReaT	DT Accuracy	84.49	—	Unverified
4	TVAE	DT Accuracy	82.8	—	Unverified
5	CTGAN	DT Accuracy	81.32	—	Unverified
6	CopulaGAN	DT Accuracy	76.29	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GReaT	Parameters(M)	355	—	Unverified
2	Distill-GReaT	Parameters(M)	82	—	Unverified
3	Binary Diffusion	Parameters(M)	1.5	—	Unverified
4	CopulaGAN	Parameters(M)	0.2	—	Unverified
5	CTGAN	Parameters(M)	0.2	—	Unverified
6	TVAE	Parameters(M)	0.05	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Binary Diffusion	DT Accuracy	0.57	—	Unverified
2	GReaT	DT Accuracy	0.55	—	Unverified
3	Distill-GReaT	DT Accuracy	0.54	—	Unverified
4	TVAE	DT Accuracy	0.53	—	Unverified
5	CTGAN	DT Accuracy	0.5	—	Unverified
6	CopulaGAN	DT Accuracy	0.39	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Distill-GReaT	DT Accuracy	81.4	—	Unverified
2	GReaT	DT Accuracy	79.1	—	Unverified
3	TVAE	DT Accuracy	76.39	—	Unverified
4	Binary Diffusion	DT Accuracy	70.25	—	Unverified
5	CTGAN	DT Accuracy	61.34	—	Unverified
6	CopulaGAN	DT Accuracy	42.36	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GReaT	DT Accuracy	97.72	—	Unverified
2	Binary Diffusion	DT Accuracy	97.07	—	Unverified
3	Distill-GReaT	DT Accuracy	95.39	—	Unverified
4	TVAE	DT Accuracy	95.39	—	Unverified
5	CopulaGAN	DT Accuracy	93.77	—	Unverified
6	CTGAN	DT Accuracy	92.05	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Binary Diffusion	DT Accuracy	88.9	—	Unverified
2	GReaT	DT Accuracy	83.56	—	Unverified
3	TVAE	DT Accuracy	81.68	—	Unverified
4	Distill-GReaT	DT Accuracy	77.38	—	Unverified
5	CopulaGAN	DT Accuracy	73.61	—	Unverified
6	CTGAN	DT Accuracy	73.3	—	Unverified