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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
Generating Realistic Tabular Data with Large Language Models	Oct 29, 2024	Tabular Data Generation	—Unverified	0
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
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
HARMONIC: Harnessing LLMs for Tabular Data Synthesis and Privacy Protection	Aug 6, 2024	Privacy PreservingSynthetic Data Generation	—Unverified	0
High-Quality Tabular Data Generation using Post-Selected VAE	Jul 17, 2024	Tabular Data Generation	—Unverified	0
Artificial Inductive Bias for Synthetic Tabular Data Generation in Data-Scarce Scenarios	Jul 3, 2024	Generative Adversarial NetworkInductive Bias	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