SOTAVerified|Agents Browse Leaderboard About

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	Score
TabuLa: Harnessing Language Models for Tabular Data Synthesis	Oct 19, 2023	Language ModelingLanguage Modelling	CodeCode Available	1	5
MMM and MMMSynth: Clustering of heterogeneous tabular data, and synthetic data generation	Oct 30, 2023	ClusteringSynthetic Data Generation	CodeCode Available	0	5
Preserving logical and functional dependencies in synthetic tabular data	Sep 26, 2024	AttributeSynthetic Data Generation	CodeCode Available	0	5
LLM-TabFlow: Synthetic Tabular Data Generation with Inter-column Logical Relationship Preservation	Mar 4, 2025	Large Language ModelTabular Data Generation	CodeCode Available	0	5
A Note on Statistically Accurate Tabular Data Generation Using Large Language Models	May 5, 2025	Tabular Data Generation	CodeCode Available	0	5
CuTS: Customizable Tabular Synthetic Data Generation	Jul 7, 2023	FairnessSynthetic Data Generation	CodeCode Available	0	5
FLAIM: AIM-based Synthetic Data Generation in the Federated Setting	Oct 5, 2023	Synthetic Data GenerationTabular Data Generation	CodeCode Available	0	5
DP-2Stage: Adapting Language Models as Differentially Private Tabular Data Generators	Dec 3, 2024	Tabular Data Generation	CodeCode Available	0	5
CausalDiffTab: Mixed-Type Causal-Aware Diffusion for Tabular Data Generation	Jun 17, 2025	Tabular Data Generation	CodeCode Available	0	5
Beyond the convexity assumption: Realistic tabular data generation under quantifier-free real linear constraints	Feb 25, 2025	Tabular Data Generation	CodeCode Available	0	5

Show:10 25 50

← PrevPage 3 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