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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
TabuLa: Harnessing Language Models for Tabular Data Synthesis	Oct 19, 2023	Language ModelingLanguage Modelling	CodeCode Available	1
Mixed-Type Tabular Data Synthesis with Score-based Diffusion in Latent Space	Oct 14, 2023	Tabular Data Generation	CodeCode Available	1
FLAIM: AIM-based Synthetic Data Generation in the Federated Setting	Oct 5, 2023	Synthetic Data GenerationTabular Data Generation	CodeCode Available	0
ResBit: Residual Bit Vector for Categorical Values	Sep 29, 2023	Image ClassificationTabular Data Generation	—Unverified	0
Generating and Imputing Tabular Data via Diffusion and Flow-based Gradient-Boosted Trees	Sep 18, 2023	GPUImputation	CodeCode Available	4
FinDiff: Diffusion Models for Financial Tabular Data Generation	Sep 4, 2023	Fraud DetectionSynthetic Data Generation	CodeCode Available	1
Generative Forests	Aug 7, 2023	Density EstimationImputation	—Unverified	0
DP-TBART: A Transformer-based Autoregressive Model for Differentially Private Tabular Data Generation	Jul 19, 2023	Deep LearningTabular Data Generation	—Unverified	0
MargCTGAN: A "Marginally'' Better CTGAN for the Low Sample Regime	Jul 16, 2023	Tabular Data Generation	—Unverified	0
CuTS: Customizable Tabular Synthetic Data Generation	Jul 7, 2023	FairnessSynthetic 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