Credit approval prediction on Credit Approval dataset (test)
0.963AUROCMambaTab-T
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MambaTab-Thyperparameters=tuned2024.01 | 0.963 | — | — | — | — | |
| MambaTab-Dhyperparameters=default2024.01 | 0.954 | — | — | — | — | |
| UniTabE-Straining_mode=from scratch2024.01 | 0.93 | — | — | — | — | |
| XGBoostlearning_setting=supervised learning2022.05 | 0.895 | — | — | — | — | |
| XGBoost2024.01 | 0.895 | — | — | — | — | |
| TransTablearning_setting=supervised learning2022.05 | 0.881 | — | — | — | — | |
| TransTab2024.01 | 0.881 | — | — | — | — | |
| SNNlearning_setting=supervised learning2022.05 | 0.88 | — | — | — | — | |
| SNN2024.01 | 0.88 | — | — | — | — | |
| DECAFDebiasing Mechanism=FTU2021.10 | 0.877 | 0.936 | 0.901 | 0.099 | 0.014 | |
| DECAFDebiasing Mechanism=DP2021.10 | 0.875 | 0.94 | 0.922 | 0.011 | 0.015 | |
| DCNlearning_setting=supervised learning2022.05 | 0.87 | — | — | — | — | |
| DCN2024.01 | 0.87 | — | — | — | — | |
| AutoIntlearning_setting=supervised learning2022.05 | 0.866 | — | — | — | — | |
| AutoInt2024.01 | 0.866 | — | — | — | — | |
| SCARFlearning_setting=supervised learning2022.05 | 0.861 | — | — | — | — | |
| SCARF2024.01 | 0.861 | — | — | — | — | |
| TabTranslearning_setting=supervised learning2022.05 | 0.86 | — | — | — | — | |
| TabTrans2024.01 | 0.86 | — | — | — | — | |
| FT-Translearning_setting=supervised learning2022.05 | 0.859 | — | — | — | — | |
| FT-Trans2024.01 | 0.859 | — | — | — | — | |
| VIMElearning_setting=supervised learning2022.05 | 0.852 | — | — | — | — | |
| VIME2024.01 | 0.852 | — | — | — | — | |
| LRlearning_setting=supervised learning2022.05 | 0.836 | — | — | — | — | |
| LR2024.01 | 0.836 | — | — | — | — | |
| MLPlearning_setting=supervised learning2022.05 | 0.832 | — | — | — | — | |
| MLP2024.01 | 0.832 | — | — | — | — | |
| ADSGANDropped Protected Variable (PR)=true2021.10 | 0.827 | 0.945 | 0.88 | 0.413 | 0 | |
| WGANDropped Protected Variable (PR)=true2021.10 | 0.814 | 0.941 | 0.88 | 0.406 | 0 | |
| TabNetlearning_setting=supervised learning2022.05 | 0.8 | — | — | — | — | |
| TabNet2024.01 | 0.8 | — | — | — | — | |
| GANDropped Protected Variable (PR)=false2021.10 | 0.743 | 0.921 | 0.335 | 0.405 | 0.194 | |
| GANDropped Protected Variable (PR)=true2021.10 | 0.727 | 0.794 | 0.368 | 0.203 | 0 | |
| DECAFDebiasing Mechanism=None2021.10 | 0.713 | 0.954 | 0.601 | 0.511 | 0.432 | |
| ADSGANDropped Protected Variable (PR)=false2021.10 | 0.708 | 0.963 | 0.841 | 0.506 | 0.429 | |
| WGANDropped Protected Variable (PR)=false2021.10 | 0.698 | 0.97 | 0.804 | 0.52 | 0.461 | |
| FairGAN2021.10 | 0.68 | 0.951 | 0.663 | 0.51 | 0.474 |