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Credit approval prediction on Credit Approval dataset (test)

0.963AUROC

MambaTab-T

Updated 4d ago

Evaluation Results

Method	Links
MambaTab-T 2024.01		0.963	-	-	-	-
MambaTab-D 2024.01		0.954	-	-	-	-
UniTabE-S 2024.01		0.93	-	-	-	-
XGBoost 2022.05		0.895	-	-	-	-
XGBoost 2024.01		0.895	-	-	-	-
TransTab 2022.05		0.881	-	-	-	-
TransTab 2024.01		0.881	-	-	-	-
SNN 2022.05		0.88	-	-	-	-
SNN 2024.01		0.88	-	-	-	-
DECAF 2021.10		0.877	0.936	0.901	0.099	0.014
DECAF 2021.10		0.875	0.94	0.922	0.011	0.015
DCN 2022.05		0.87	-	-	-	-
DCN 2024.01		0.87	-	-	-	-
AutoInt 2022.05		0.866	-	-	-	-
AutoInt 2024.01		0.866	-	-	-	-
SCARF 2022.05		0.861	-	-	-	-
SCARF 2024.01		0.861	-	-	-	-
TabTrans 2022.05		0.86	-	-	-	-
TabTrans 2024.01		0.86	-	-	-	-
FT-Trans 2022.05		0.859	-	-	-	-
FT-Trans 2024.01		0.859	-	-	-	-
VIME 2022.05		0.852	-	-	-	-
VIME 2024.01		0.852	-	-	-	-
LR 2022.05		0.836	-	-	-	-
LR 2024.01		0.836	-	-	-	-
MLP 2022.05		0.832	-	-	-	-
MLP 2024.01		0.832	-	-	-	-
ADSGAN 2021.10		0.827	0.945	0.88	0.413	0
WGAN 2021.10		0.814	0.941	0.88	0.406	0
TabNet 2022.05		0.8	-	-	-	-
TabNet 2024.01		0.8	-	-	-	-
GAN 2021.10		0.743	0.921	0.335	0.405	0.194
GAN 2021.10		0.727	0.794	0.368	0.203	0
DECAF 2021.10		0.713	0.954	0.601	0.511	0.432
ADSGAN 2021.10		0.708	0.963	0.841	0.506	0.429
WGAN 2021.10		0.698	0.97	0.804	0.52	0.461
FairGAN 2021.10		0.68	0.951	0.663	0.51	0.474