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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 1–10 of 73 papers

Title	Date	Tasks	Status	Hype
CausalDiffTab: Mixed-Type Causal-Aware Diffusion for Tabular Data Generation	Jun 17, 2025	Tabular Data Generation	CodeCode Available	0
dpmm: Differentially Private Marginal Models, a Library for Synthetic Tabular Data Generation	May 31, 2025	Synthetic Data GenerationTabular Data Generation	CodeCode Available	1
The Prompt is Mightier than the Example	May 24, 2025	In-Context LearningSynthetic Data Generation	—Unverified	0
Graph Conditional Flow Matching for Relational Data Generation	May 21, 2025	Graph Neural NetworkTabular Data Generation	CodeCode Available	0
A Note on Statistically Accurate Tabular Data Generation Using Large Language Models	May 5, 2025	Tabular Data Generation	CodeCode Available	0
A Comprehensive Survey of Synthetic Tabular Data Generation	Apr 23, 2025	Privacy PreservingSurvey	CodeCode Available	1
Diffusion Transformers for Tabular Data Time Series Generation	Apr 10, 2025	Tabular Data GenerationTime Series	CodeCode Available	1
TabRep: a Simple and Effective Continuous Representation for Training Tabular Diffusion Models	Apr 7, 2025	Tabular Data Generation	CodeCode Available	0
Assessing Generative Models for Structured Data	Mar 26, 2025	Synthetic Data GenerationTabular Data Generation	—Unverified	0
GReaTER: Generate Realistic Tabular data after data Enhancement and Reduction	Mar 19, 2025	In-Context LearningTabular Data Generation	—Unverified	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