Classification on HE
39.3AccuracyLassoNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LassoNetpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 39.3 | — | |
| Deep Lassopercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 39.3 | — | |
| AGLpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 39.2 | — | |
| AMpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 39.2 | — | |
| XGBoostpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 39.2 | — | |
| FT-TransformerHyperparameter Setting=Searched2024.12 | 39.16 | — | |
| 1L Lassopercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 38.9 | — | |
| STGFeature type=second-order features2025.03 | 38.9 | 8.7 | |
| LSpinFeature type=second-order features2025.03 | 38.9 | 8.1 | |
| Deep Lassopercent_extra_features=50%, downstream_model=MLP2023.11 | 38.8 | — | |
| Lassopercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 38.7 | — | |
| RFpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 38.7 | — | |
| AGLpercent_extra_features=50%, downstream_model=MLP2023.11 | 38.6 | — | |
| Deep Lassopercent_extra_features=75%, downstream_model=MLP2023.11 | 38.6 | — | |
| No FSpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 38.6 | — | |
| AGLFeature type=Random features2025.03 | 38.6 | — | |
| RFFeature type=Random features2025.03 | 38.6 | — | |
| DOFENHyperparameter Setting=Default2024.12 | 38.58 | — | |
| XGBoostpercent_extra_features=50%, downstream_model=MLP2023.11 | 38.5 | — | |
| LassoNetFeature type=Random features2025.03 | 38.5 | — | |
| XGBoostFeature type=Random features2025.03 | 38.5 | — | |
| CatBoostHyperparameter Setting=Searched2024.12 | 38.46 | — | |
| Deep LassoFeature type=second-order features2025.03 | 38.4 | 5 | |
| RFpercent_extra_features=50%, downstream_model=MLP2023.11 | 38.3 | — | |
| LassoNetpercent_extra_features=75%, downstream_model=MLP2023.11 | 38.3 | — | |
| Deep LassoFeature type=Random features2025.03 | 38.3 | — | |
| No FSFeature type=second-order features2025.03 | 38.3 | 8.1 | |
| AGLFeature type=second-order features2025.03 | 38.3 | 6.3 | |
| Lassopercent_extra_features=50%, downstream_model=MLP2023.11 | 38.2 | — | |
| 1L Lassopercent_extra_features=50%, downstream_model=MLP2023.11 | 38.2 | — | |
| LassoNetpercent_extra_features=50%, downstream_model=MLP2023.11 | 38.2 | — | |
| AGLpercent_extra_features=75%, downstream_model=MLP2023.11 | 38.2 | — | |
| CatBoostHyperparameter Setting=Default2024.12 | 38.2 | — | |
| AMFeature type=Random features2025.03 | 38.2 | — | |
| AMpercent_extra_features=50%, downstream_model=MLP2023.11 | 38.1 | — | |
| XGBoostpercent_extra_features=75%, downstream_model=MLP2023.11 | 38.1 | — | |
| AMFeature type=second-order features2025.03 | 38.1 | 6.1 | |
| FT-TransformerHyperparameter Setting=Default2024.12 | 38.03 | — | |
| 1L Lassopercent_extra_features=75%, downstream_model=MLP2023.11 | 38 | — | |
| LassoFeature type=Random features2025.03 | 38 | — | |
| 1L LassoFeature type=second-order features2025.03 | 38 | 7.4 | |
| UnivariateFeature type=Random features2025.03 | 37.9 | — | |
| LassoNetFeature type=second-order features2025.03 | 37.9 | 7.9 | |
| AutoNFSFeature type=second-order features2025.03 | 37.8 | 4.4 | |
| ProtoGateFeature type=Random features2025.03 | 37.7 | — | |
| 1L LassoFeature type=Random features2025.03 | 37.5 | — | |
| AutoNFSFeature type=Random features2025.03 | 37.5 | — | |
| XGBoostHyperparameter Setting=Searched2024.12 | 37.49 | — | |
| ProtoGateFeature type=second-order features2025.03 | 37.4 | 11.4 | |
| Lassopercent_extra_features=75%, downstream_model=MLP2023.11 | 37.3 | — | |
| XGBoostFeature type=second-order features2025.03 | 37.3 | 7.4 | |
| RFpercent_extra_features=75%, downstream_model=MLP2023.11 | 37.2 | — | |
| STGFeature type=Random features2025.03 | 37.1 | — | |
| No FSpercent_extra_features=50%, downstream_model=MLP2023.11 | 37 | — | |
| RFFeature type=second-order features2025.03 | 37 | 5.6 | |
| TromptHyperparameter Setting=Default2024.12 | 36.65 | — | |
| No FSFeature type=Random features2025.03 | 36.6 | — | |
| LassoFeature type=second-order features2025.03 | 36.6 | 8.8 | |
| LSpinFeature type=Random features2025.03 | 36.1 | — | |
| UnivariateFeature type=second-order features2025.03 | 35.7 | 10 | |
| No FSpercent_extra_features=75%, downstream_model=MLP2023.11 | 35.6 | — | |
| GRANDEHyperparameter Setting=Default2024.12 | 35 | — | |
| XGBoostHyperparameter Setting=Default2024.12 | 34.79 | — | |
| Univariatepercent_extra_features=75%, downstream_model=MLP2023.11 | 34.7 | — | |
| Univariatepercent_extra_features=50%, downstream_model=MLP2023.11 | 34.6 | — | |
| Univariatepercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 34.5 | — |