Tabular Data Generation

Generation of the tabular data using generative models

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–73 of 73 papers

Title	Date	Tasks	Status
A Survey on Tabular Data Generation: Utility, Alignment, Fidelity, Privacy, and Beyond	Mar 7, 2025	NavigatePrivacy Preserving	—Unverified
Causal-TGAN: Causally-Aware Synthetic Tabular Data Generative Adversarial Network	Sep 29, 2021	Generative Adversarial NetworkImage Generation	—Unverified
Comparing Synthetic Tabular Data Generation Between a Probabilistic Model and a Deep Learning Model for Education Use Cases	Oct 16, 2022	Deep LearningGenerative Adversarial Network	—Unverified
Composable Generative Models	Feb 18, 2021	ImputationPrivacy Preserving	—Unverified
CTSyn: A Foundational Model for Cross Tabular Data Generation	Jun 7, 2024	DiversitySynthetic Data Generation	—Unverified
Differentially Private Federated Learning of Diffusion Models for Synthetic Tabular Data Generation	Dec 20, 2024	DenoisingFederated Learning	—Unverified
Differentially Private Tabular Data Synthesis using Large Language Models	Jun 3, 2024	FairnessTabular Data Generation	—Unverified
DP-TBART: A Transformer-based Autoregressive Model for Differentially Private Tabular Data Generation	Jul 19, 2023	Deep LearningTabular Data Generation	—Unverified
Generating Realistic Tabular Data with Large Language Models	Oct 29, 2024	Tabular Data Generation	—Unverified
Generative Forests	Aug 7, 2023	Density EstimationImputation	—Unverified
GReaTER: Generate Realistic Tabular data after data Enhancement and Reduction	Mar 19, 2025	In-Context LearningTabular Data Generation	—Unverified
High-Quality Tabular Data Generation using Post-Selected VAE	Jul 17, 2024	Tabular Data Generation	—Unverified
MargCTGAN: A "Marginally'' Better CTGAN for the Low Sample Regime	Jul 16, 2023	Tabular Data Generation	—Unverified
On The Role of Prompt Construction In Enhancing Efficacy and Efficiency of LLM-Based Tabular Data Generation	Sep 6, 2024	Tabular Data Generation	—Unverified
On the Usefulness of Synthetic Tabular Data Generation	Jun 27, 2023	Data AugmentationData Summarization	—Unverified
HARMONIC: Harnessing LLMs for Tabular Data Synthesis and Privacy Protection	Aug 6, 2024	Privacy PreservingSynthetic Data Generation	—Unverified
ResBit: Residual Bit Vector for Categorical Values	Sep 29, 2023	Image ClassificationTabular Data Generation	—Unverified
TabTreeFormer: Tabular Data Generation Using Hybrid Tree-Transformer	Jan 2, 2025	BenchmarkingQuantization	—Unverified
TAEGAN: Generating Synthetic Tabular Data For Data Augmentation	Oct 2, 2024	Data AugmentationGenerative Adversarial Network	—Unverified
The Prompt is Mightier than the Example	May 24, 2025	In-Context LearningSynthetic Data Generation	—Unverified
Towards a framework on tabular synthetic data generation: a minimalist approach: theory, use cases, and limitations	Nov 17, 2024	DecoderSynthetic Data Generation	—Unverified
Understanding and Mitigating Memorization in Diffusion Models for Tabular Data	Dec 15, 2024	Data AugmentationMemorization	—Unverified
Under the Hood of Tabular Data Generation Models: Benchmarks with Extensive Tuning	Jun 18, 2024	GPUHyperparameter Optimization	—Unverified

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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