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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 41–50 of 73 papers

Title	Date	Tasks	Status	Hype
ResBit: Residual Bit Vector for Categorical Values	Sep 29, 2023	Image ClassificationTabular Data Generation	—Unverified	0
TabTreeFormer: Tabular Data Generation Using Hybrid Tree-Transformer	Jan 2, 2025	BenchmarkingQuantization	—Unverified	0
TAEGAN: Generating Synthetic Tabular Data For Data Augmentation	Oct 2, 2024	Data AugmentationGenerative Adversarial Network	—Unverified	0
The Prompt is Mightier than the Example	May 24, 2025	In-Context LearningSynthetic Data Generation	—Unverified	0
Towards a framework on tabular synthetic data generation: a minimalist approach: theory, use cases, and limitations	Nov 17, 2024	DecoderSynthetic Data Generation	—Unverified	0
Understanding and Mitigating Memorization in Diffusion Models for Tabular Data	Dec 15, 2024	Data AugmentationMemorization	—Unverified	0
Under the Hood of Tabular Data Generation Models: Benchmarks with Extensive Tuning	Jun 18, 2024	GPUHyperparameter Optimization	—Unverified	0
CuTS: Customizable Tabular Synthetic Data Generation	Jul 7, 2023	FairnessSynthetic Data Generation	CodeCode Available	0
Reimagining Synthetic Tabular Data Generation through Data-Centric AI: A Comprehensive Benchmark	Oct 25, 2023	feature selectionModel Selection	CodeCode Available	0
A Note on Statistically Accurate Tabular Data Generation Using Large Language Models	May 5, 2025	Tabular Data Generation	CodeCode Available	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