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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 61–70 of 73 papers

Title	Date	Tasks	Status	Hype	Score
GReaTER: Generate Realistic Tabular data after data Enhancement and Reduction	Mar 19, 2025	In-Context LearningTabular Data Generation	—Unverified	0	0
High-Quality Tabular Data Generation using Post-Selected VAE	Jul 17, 2024	Tabular Data Generation	—Unverified	0	0
MargCTGAN: A "Marginally'' Better CTGAN for the Low Sample Regime	Jul 16, 2023	Tabular Data Generation	—Unverified	0	0
On The Role of Prompt Construction In Enhancing Efficacy and Efficiency of LLM-Based Tabular Data Generation	Sep 6, 2024	Tabular Data Generation	—Unverified	0	0
On the Usefulness of Synthetic Tabular Data Generation	Jun 27, 2023	Data AugmentationData Summarization	—Unverified	0	0
HARMONIC: Harnessing LLMs for Tabular Data Synthesis and Privacy Protection	Aug 6, 2024	Privacy PreservingSynthetic Data Generation	—Unverified	0	0
ResBit: Residual Bit Vector for Categorical Values	Sep 29, 2023	Image ClassificationTabular Data Generation	—Unverified	0	0
TabTreeFormer: Tabular Data Generation Using Hybrid Tree-Transformer	Jan 2, 2025	BenchmarkingQuantization	—Unverified	0	0
TAEGAN: Generating Synthetic Tabular Data For Data Augmentation	Oct 2, 2024	Data AugmentationGenerative Adversarial Network	—Unverified	0	0
The Prompt is Mightier than the Example	May 24, 2025	In-Context LearningSynthetic Data Generation	—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