Classification on AL (accuracy and rank)
96.3AccuracyUnivariate
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UnivariateExtra Features (%)=50%, Downstream Model=FT-Transformer2023.11 | 96.3 | 2.83 | |
| 1L LassoExtra Features (%)=50%, Downstream Model=FT-Transformer2023.11 | 96.3 | 5.16 | |
| LassoNetExtra Features (%)=50%, Downstream Model=FT-Transformer2023.11 | 96.3 | 4.83 | |
| RFExtra Features (%)=50%, Downstream Model=FT-Transformer2023.11 | 96.3 | 1.75 | |
| XGBoostExtra Features (%)=50%, Downstream Model=FT-Transformer2023.11 | 96.3 | 1.91 | |
| AMExtra Features (%)=50%, Downstream Model=FT-Transformer2023.11 | 96.2 | 3.75 | |
| Deep LassoExtra Features (%)=50%, Downstream Model=FT-Transformer2023.11 | 96.2 | 3.66 | |
| UnivariateFeature type=second-order features2025.03 | 96.1 | 10 | |
| AGLFeature type=second-order features2025.03 | 96.1 | 6.3 | |
| AMFeature type=second-order features2025.03 | 96.1 | 6.1 | |
| Deep LassoFeature type=second-order features2025.03 | 96.1 | 5 | |
| UnivariateExtra Features (%)=50%, Downstream Model=MLP2023.11 | 96 | 2.66 | |
| UnivariateExtra Features (%)=75%, Downstream Model=MLP2023.11 | 96 | 2.5 | |
| No FSFeature type=second-order features2025.03 | 96 | 8.1 | |
| STGFeature type=second-order features2025.03 | 96 | 8.7 | |
| AutoNFSFeature type=second-order features2025.03 | 96 | 4.4 | |
| Deep LassoExtra Features (%)=50%, Downstream Model=MLP2023.11 | 95.9 | 2.33 | |
| LassoExtra Features (%)=75%, Downstream Model=MLP2023.11 | 95.9 | 4.33 | |
| No FSExtra Features (%)=50%, Downstream Model=FT-Transformer2023.11 | 95.9 | 6.58 | |
| 1L LassoFeature type=second-order features2025.03 | 95.9 | 7.4 | |
| LassoNetFeature type=second-order features2025.03 | 95.9 | 7.9 | |
| AGLExtra Features (%)=50%, Downstream Model=MLP2023.11 | 95.8 | 4.33 | |
| LassoNetExtra Features (%)=75%, Downstream Model=MLP2023.11 | 95.8 | 4.75 | |
| XGBoostExtra Features (%)=75%, Downstream Model=MLP2023.11 | 95.8 | 2.08 | |
| RFFeature type=second-order features2025.03 | 95.8 | 5.6 | |
| 1L LassoExtra Features (%)=75%, Downstream Model=MLP2023.11 | 95.7 | 4.41 | |
| Deep LassoExtra Features (%)=75%, Downstream Model=MLP2023.11 | 95.7 | 2.33 | |
| XGBoostExtra Features (%)=50%, Downstream Model=MLP2023.11 | 95.6 | 2.33 | |
| RFExtra Features (%)=50%, Downstream Model=MLP2023.11 | 95.5 | 2.91 | |
| LassoFeature type=second-order features2025.03 | 95.5 | 8.8 | |
| LassoNetExtra Features (%)=50%, Downstream Model=MLP2023.11 | 95.4 | 5.16 | |
| AGLExtra Features (%)=75%, Downstream Model=MLP2023.11 | 95.4 | 4.33 | |
| LSpinFeature type=second-order features2025.03 | 95.4 | 8.1 | |
| AMExtra Features (%)=50%, Downstream Model=MLP2023.11 | 95.3 | 3.83 | |
| 1L LassoExtra Features (%)=50%, Downstream Model=MLP2023.11 | 95.2 | 4.91 | |
| LassoExtra Features (%)=50%, Downstream Model=FT-Transformer2023.11 | 95.2 | 6.33 | |
| LassoExtra Features (%)=50%, Downstream Model=MLP2023.11 | 94.9 | 5.91 | |
| RFExtra Features (%)=75%, Downstream Model=MLP2023.11 | 94.9 | 2.91 | |
| No FSExtra Features (%)=50%, Downstream Model=MLP2023.11 | 94.1 | 8.08 | |
| No FSExtra Features (%)=75%, Downstream Model=MLP2023.11 | 92.5 | 7.41 | |
| ProtoGateFeature type=second-order features2025.03 | 92.2 | 11.4 | |
| AGLExtra Features (%)=50%, Downstream Model=FT-Transformer2023.11 | 89.9 | 5.25 | |
| XGBoostFeature type=second-order features2025.03 | 87 | 7.4 |