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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 21–30 of 73 papers

Title	Date	Tasks	Status	Hype
Tabular data generation with tensor contraction layers and transformers	Dec 6, 2024	Density EstimationTabular Data Generation	CodeCode Available	0
DP-2Stage: Adapting Language Models as Differentially Private Tabular Data Generators	Dec 3, 2024	Tabular Data Generation	CodeCode Available	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
Generating Realistic Tabular Data with Large Language Models	Oct 29, 2024	Tabular Data Generation	—Unverified	0
TabDiff: a Multi-Modal Diffusion Model for Tabular Data Generation	Oct 27, 2024	ImputationTabular Data Generation	CodeCode Available	2
Generating Tabular Data Using Heterogeneous Sequential Feature Forest Flow Matching	Oct 20, 2024	Tabular Data Generation	CodeCode Available	0
TAEGAN: Generating Synthetic Tabular Data For Data Augmentation	Oct 2, 2024	Data AugmentationGenerative Adversarial Network	—Unverified	0
Preserving logical and functional dependencies in synthetic tabular data	Sep 26, 2024	AttributeSynthetic Data Generation	CodeCode Available	0
Tabular Data Generation using Binary Diffusion	Sep 20, 2024	Tabular Data Generation	CodeCode Available	0
Synthetic Tabular Data Generation for Class Imbalance and Fairness: A Comparative Study	Sep 8, 2024	FairnessTabular 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