Tabular Data Generation

Generation of the tabular data using generative models

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–25 of 73 papers

Title	Date	Tasks	Status	Hype	Score
TabularARGN: A Flexible and Efficient Auto-Regressive Framework for Generating High-Fidelity Synthetic Data	Jan 21, 2025	FairnessImputation	CodeCode Available	4	5
Generating and Imputing Tabular Data via Diffusion and Flow-based Gradient-Boosted Trees	Sep 18, 2023	GPUImputation	CodeCode Available	4	5
TabDiff: a Multi-Modal Diffusion Model for Tabular Data Generation	Oct 27, 2024	ImputationTabular Data Generation	CodeCode Available	2	5
Language Models are Realistic Tabular Data Generators	Oct 12, 2022	Tabular Data Generation	CodeCode Available	2	5
Turning the Tables: Biased, Imbalanced, Dynamic Tabular Datasets for ML Evaluation	Nov 24, 2022	FairnessFraud Detection	CodeCode Available	2	5
Continuous Diffusion for Mixed-Type Tabular Data	Dec 16, 2023	Tabular Data Generation	CodeCode Available	1	5
EPIC: Effective Prompting for Imbalanced-Class Data Synthesis in Tabular Data Classification via Large Language Models	Apr 15, 2024	In-Context LearningSynthetic Data Generation	CodeCode Available	1	5
dpmm: Differentially Private Marginal Models, a Library for Synthetic Tabular Data Generation	May 31, 2025	Synthetic Data GenerationTabular Data Generation	CodeCode Available	1	5
TabPFGen -- Tabular Data Generation with TabPFN	Jun 7, 2024	Data AugmentationImputation	CodeCode Available	1	5
Scaling Up Diffusion and Flow-based XGBoost Models	Aug 28, 2024	Tabular Data Generation	CodeCode Available	1	5
Generative Table Pre-training Empowers Models for Tabular Prediction	May 16, 2023	imbalanced classificationImputation	CodeCode Available	1	5
Unmasking Trees for Tabular Data	Jul 8, 2024	Density EstimationImputation	CodeCode Available	1	5
TabuLa: Harnessing Language Models for Tabular Data Synthesis	Oct 19, 2023	Language ModelingLanguage Modelling	CodeCode Available	1	5
Mixed-Type Tabular Data Synthesis with Score-based Diffusion in Latent Space	Oct 14, 2023	Tabular Data Generation	CodeCode Available	1	5
FinDiff: Diffusion Models for Financial Tabular Data Generation	Sep 4, 2023	Fraud DetectionSynthetic Data Generation	CodeCode Available	1	5
A Comprehensive Survey of Synthetic Tabular Data Generation	Apr 23, 2025	Privacy PreservingSurvey	CodeCode Available	1	5
DATGAN: Integrating expert knowledge into deep learning for synthetic tabular data	Mar 7, 2022	Tabular Data Generation	CodeCode Available	1	5
FedTabDiff: Federated Learning of Diffusion Probabilistic Models for Synthetic Mixed-Type Tabular Data Generation	Jan 11, 2024	AttributeDenoising	CodeCode Available	1	5
Modeling Tabular data using Conditional GAN	Jul 1, 2019	Generative Adversarial NetworkTabular Data Generation	CodeCode Available	1	5
Diffusion Transformers for Tabular Data Time Series Generation	Apr 10, 2025	Tabular Data GenerationTime Series	CodeCode Available	1	5
TabFairGAN: Fair Tabular Data Generation with Generative Adversarial Networks	Sep 2, 2021	Decision MakingFairness	CodeCode Available	1	5
Graph Conditional Flow Matching for Relational Data Generation	May 21, 2025	Graph Neural NetworkTabular Data Generation	CodeCode Available	0	5
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	5
A Note on Statistically Accurate Tabular Data Generation Using Large Language Models	May 5, 2025	Tabular Data Generation	CodeCode Available	0	5
Generating Tabular Data Using Heterogeneous Sequential Feature Forest Flow Matching	Oct 20, 2024	Tabular Data Generation	CodeCode Available	0	5

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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