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
DP-2Stage: Adapting Language Models as Differentially Private Tabular Data Generators	Dec 3, 2024	Tabular Data Generation	CodeCode Available
Scaling While Privacy Preserving: A Comprehensive Synthetic Tabular Data Generation and Evaluation in Learning Analytics	Jan 12, 2024	Privacy PreservingSynthetic Data Generation	CodeCode Available
Synthetic Tabular Data Generation for Imbalanced Classification: The Surprising Effectiveness of an Overlap Class	Dec 20, 2024	imbalanced classificationTabular Data Generation	CodeCode Available
Synthetic Tabular Data Generation for Class Imbalance and Fairness: A Comparative Study	Sep 8, 2024	FairnessTabular Data Generation	CodeCode Available
ConvGeN: Convex space learning improves deep-generative oversampling for tabular imbalanced classification on smaller datasets	Jun 20, 2022	BenchmarkingFraud Detection	CodeCode Available
CausalDiffTab: Mixed-Type Causal-Aware Diffusion for Tabular Data Generation	Jun 17, 2025	Tabular Data Generation	CodeCode Available
TabGen-ICL: Residual-Aware In-Context Example Selection for Tabular Data Generation	Feb 23, 2025	In-Context LearningTabular Data Generation	CodeCode Available
Beyond the convexity assumption: Realistic tabular data generation under quantifier-free real linear constraints	Feb 25, 2025	Tabular Data Generation	CodeCode Available
TabRep: a Simple and Effective Continuous Representation for Training Tabular Diffusion Models	Apr 7, 2025	Tabular Data Generation	CodeCode Available
TabSynDex: A Universal Metric for Robust Evaluation of Synthetic Tabular Data	Jul 12, 2022	Tabular Data Generation	CodeCode Available
Graph Conditional Flow Matching for Relational Data Generation	May 21, 2025	Graph Neural NetworkTabular Data Generation	CodeCode Available
Are LLMs Naturally Good at Synthetic Tabular Data Generation?	Jun 20, 2024	Tabular Data Generation	CodeCode Available
Balanced Mixed-Type Tabular Data Synthesis with Diffusion Models	Apr 12, 2024	FairnessTabular Data Generation	CodeCode Available
Generative adversarial networks vs large language models: a comparative study on synthetic tabular data generation	Feb 20, 2025	Generative Adversarial NetworkLanguage Modeling	CodeCode Available
LLM-TabFlow: Synthetic Tabular Data Generation with Inter-column Logical Relationship Preservation	Mar 4, 2025	Large Language ModelTabular Data Generation	CodeCode Available
Artificial Inductive Bias for Synthetic Tabular Data Generation in Data-Scarce Scenarios	Jul 3, 2024	Generative Adversarial NetworkInductive Bias	CodeCode Available
Generating Tabular Data Using Heterogeneous Sequential Feature Forest Flow Matching	Oct 20, 2024	Tabular Data Generation	CodeCode Available
MMM and MMMSynth: Clustering of heterogeneous tabular data, and synthetic data generation	Oct 30, 2023	ClusteringSynthetic Data Generation	CodeCode Available
FLAIM: AIM-based Synthetic Data Generation in the Federated Setting	Oct 5, 2023	Synthetic Data GenerationTabular Data Generation	CodeCode Available
Tabular Data Generation using Binary Diffusion	Sep 20, 2024	Tabular Data Generation	CodeCode Available
Tabular data generation with tensor contraction layers and transformers	Dec 6, 2024	Density EstimationTabular Data Generation	CodeCode Available
Tabular GANs for uneven distribution	Oct 1, 2020	Image GenerationTabular Data Generation	CodeCode Available
Preserving logical and functional dependencies in synthetic tabular data	Sep 26, 2024	AttributeSynthetic Data Generation	CodeCode Available

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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