SOTAVerified|Agents Browse Leaderboard About Blog

Tabular Data Generation

Generation of the tabular data using generative models

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 31–40 of 73 papers

Title	Date	Tasks	Status	Hype
Beyond the convexity assumption: Realistic tabular data generation under quantifier-free real linear constraints	Feb 25, 2025	Tabular Data Generation	CodeCode Available	0
TabGen-ICL: Residual-Aware In-Context Example Selection for Tabular Data Generation	Feb 23, 2025	In-Context LearningTabular Data Generation	CodeCode Available	0
Generative adversarial networks vs large language models: a comparative study on synthetic tabular data generation	Feb 20, 2025	Generative Adversarial NetworkLanguage Modeling	CodeCode Available	0
TabTreeFormer: Tabular Data Generation Using Hybrid Tree-Transformer	Jan 2, 2025	BenchmarkingQuantization	—Unverified	0
Differentially Private Federated Learning of Diffusion Models for Synthetic Tabular Data Generation	Dec 20, 2024	DenoisingFederated Learning	—Unverified	0
Synthetic Tabular Data Generation for Imbalanced Classification: The Surprising Effectiveness of an Overlap Class	Dec 20, 2024	imbalanced classificationTabular Data Generation	CodeCode Available	0
Understanding and Mitigating Memorization in Diffusion Models for Tabular Data	Dec 15, 2024	Data AugmentationMemorization	—Unverified	0
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

Show:10 25 50

← PrevPage 4 of 8Next →

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