Tabular Data Generation on California Housing Prices

Metric: LR Mean Squared Error (lower is better)

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#	Model↕	LR Mean Squared Error▲	Extra Data	Paper	Date↕	Code
1	GReaT	0.34	No	Language Models are Realistic Tabular Data Gener...	2022-10-12	Code
2	Binary Diffusion	0.55	No	Tabular Data Generation using Binary Diffusion	2024-09-20	Code
3	Distill-GReaT	0.57	No	Language Models are Realistic Tabular Data Gener...	2022-10-12	Code
4	CTGAN	0.61	No	Modeling Tabular data using Conditional GAN	2019-07-01	Code
5	TVAE	0.65	No	Modeling Tabular data using Conditional GAN	2019-07-01	Code
6	CopulaGAN	0.98	No	Modeling Tabular data using Conditional GAN	2019-07-01	Code

#1GReaTSOTA
0.34
LR Mean Squared Error· 2022-10-12
Language Models are Realistic Tabular Data Generators Code
#2Binary Diffusion
0.55
LR Mean Squared Error· 2024-09-20
Tabular Data Generation using Binary Diffusion Code
#3Distill-GReaTSOTA
0.57
LR Mean Squared Error· 2022-10-12
Language Models are Realistic Tabular Data Generators Code
#4CTGANSOTA
0.61
LR Mean Squared Error· 2019-07-01
Modeling Tabular data using Conditional GAN Code
#5TVAESOTA
0.65
LR Mean Squared Error· 2019-07-01
Modeling Tabular data using Conditional GAN Code
#6CopulaGANSOTA
0.98
LR Mean Squared Error· 2019-07-01
Modeling Tabular data using Conditional GAN Code