Tabular Data Generation on Adult Census Income

Metric: LR Accuracy (higher is better)

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#	Model↕	LR Accuracy▼	Extra Data	Paper	Date↕	Code
1	Binary Diffusion	85.45	No	Tabular Data Generation using Binary Diffusion	2024-09-20	Code
2	GReaT	84.77	No	Language Models are Realistic Tabular Data Gener...	2022-10-12	Code
3	Distill-GReaT	84.65	No	Language Models are Realistic Tabular Data Gener...	2022-10-12	Code
4	CTGAN	83.2	No	Modeling Tabular data using Conditional GAN	2019-07-01	Code
5	CopulaGAN	80.61	No	Modeling Tabular data using Conditional GAN	2019-07-01	Code
6	TVAE	80.53	No	Modeling Tabular data using Conditional GAN	2019-07-01	Code

#1Binary DiffusionSOTA
85.45
LR Accuracy· 2024-09-20
Tabular Data Generation using Binary Diffusion Code
#2GReaTSOTA
84.77
LR Accuracy· 2022-10-12
Language Models are Realistic Tabular Data Generators Code
#3Distill-GReaT
84.65
LR Accuracy· 2022-10-12
Language Models are Realistic Tabular Data Generators Code
#4CTGANSOTA
83.2
LR Accuracy· 2019-07-01
Modeling Tabular data using Conditional GAN Code
#5CopulaGAN
80.61
LR Accuracy· 2019-07-01
Modeling Tabular data using Conditional GAN Code
#6TVAE
80.53
LR Accuracy· 2019-07-01
Modeling Tabular data using Conditional GAN Code