Binary Classification on CreditRisk
75.84ROC AUCMaskTab-L
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MaskTab-LType=Transformer, #Params (Est.)=134.22M, #Features=2,0002026.05 | 75.84 | 41.45 | |
| MaskTab-DistillType=Transformer, #Params (Est.)=25.16M, #Features=5002026.05 | 73.35 | 38.02 | |
| MaskTab-BaseType=Transformer, #Params (Est.)=25.16M, #Features=5002026.05 | 71.49 | 33.98 | |
| XGBoostType=GBDT, #Features=5002026.05 | 70.8 | 33.17 | |
| LightGBMType=GBDT, #Features=5002026.05 | 69.49 | 32.04 | |
| CM2Type=Transformer, #Params (Est.)=26.01M, #Features=5002026.05 | 68.35 | 29.22 | |
| FT-TransformerType=Transformer, #Params (Est.)=31.52M, #Features=5002026.05 | 68.32 | 28.32 | |
| MLP-PLRType=Feedforward, #Params (Est.)=37.24M, #Features=5002026.05 | 66.5 | 28.6 | |
| TabNetType=Seq-to-Seq, #Params (Est.)=29.71M, #Features=5002026.05 | 65.81 | 26.87 |