Classification on OT
81.7AccuracyAM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AMpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 81.7 | — | |
| 1L Lassopercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 81.6 | — | |
| AGLpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 81.6 | — | |
| XGBoostpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 81.6 | — | |
| LassoNetpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 81.3 | — | |
| Univariatepercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 81.2 | — | |
| Lassopercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 81.2 | — | |
| AutoNFSFeature type=Random features2025.03 | 81.1 | — | |
| No FSpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 80.9 | — | |
| Deep Lassopercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 80.9 | — | |
| UnivariateFeature type=Random features2025.03 | 80.8 | — | |
| 1L LassoFeature type=second-order features2025.03 | 80.8 | 7.4 | |
| AutoNFSFeature type=second-order features2025.03 | 80.8 | 4.4 | |
| RFpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 80.6 | — | |
| RFFeature type=Random features2025.03 | 80.6 | — | |
| LassoFeature type=second-order features2025.03 | 80.6 | 8.8 | |
| AGLFeature type=second-order features2025.03 | 80.6 | 6.3 | |
| LSpinFeature type=second-order features2025.03 | 80.6 | 8.1 | |
| LassoFeature type=Random features2025.03 | 80.5 | — | |
| XGBoostFeature type=Random features2025.03 | 80.5 | — | |
| XGBoostFeature type=second-order features2025.03 | 80.5 | 7.4 | |
| Deep LassoFeature type=second-order features2025.03 | 80.5 | 5 | |
| Deep Lassopercent_extra_features=75%, downstream_model=MLP2023.11 | 80.4 | — | |
| XGBoostpercent_extra_features=50%, downstream_model=MLP2023.11 | 80.3 | — | |
| Deep LassoFeature type=Random features2025.03 | 80.2 | — | |
| AMFeature type=second-order features2025.03 | 80.2 | 6.1 | |
| Deep Lassopercent_extra_features=50%, downstream_model=MLP2023.11 | 80.1 | — | |
| AMFeature type=Random features2025.03 | 80.1 | — | |
| RFFeature type=second-order features2025.03 | 80.1 | 5.6 | |
| XGBoostpercent_extra_features=75%, downstream_model=MLP2023.11 | 80 | — | |
| No FSFeature type=second-order features2025.03 | 80 | 8.1 | |
| STGFeature type=second-order features2025.03 | 80 | 8.7 | |
| AGLFeature type=Random features2025.03 | 79.9 | — | |
| UnivariateFeature type=second-order features2025.03 | 79.8 | 10 | |
| AMpercent_extra_features=50%, downstream_model=MLP2023.11 | 79.7 | — | |
| 1L Lassopercent_extra_features=75%, downstream_model=MLP2023.11 | 79.7 | — | |
| LassoNetFeature type=second-order features2025.03 | 79.7 | 7.9 | |
| Lassopercent_extra_features=50%, downstream_model=MLP2023.11 | 79.6 | — | |
| AGLpercent_extra_features=50%, downstream_model=MLP2023.11 | 79.6 | — | |
| 1L LassoFeature type=Random features2025.03 | 79.6 | — | |
| ProtoGateFeature type=second-order features2025.03 | 79.6 | 11.4 | |
| Univariatepercent_extra_features=50%, downstream_model=MLP2023.11 | 79.5 | — | |
| 1L Lassopercent_extra_features=50%, downstream_model=MLP2023.11 | 79.5 | — | |
| LassoNetpercent_extra_features=50%, downstream_model=MLP2023.11 | 79.5 | — | |
| Lassopercent_extra_features=75%, downstream_model=MLP2023.11 | 79.5 | — | |
| LassoNetpercent_extra_features=75%, downstream_model=MLP2023.11 | 79.1 | — | |
| RFpercent_extra_features=50%, downstream_model=MLP2023.11 | 78.8 | — | |
| AGLpercent_extra_features=75%, downstream_model=MLP2023.11 | 78.8 | — | |
| ProtoGateFeature type=Random features2025.03 | 78.4 | — | |
| LassoNetFeature type=Random features2025.03 | 78.3 | — | |
| LSpinFeature type=Random features2025.03 | 78.1 | — | |
| Univariatepercent_extra_features=75%, downstream_model=MLP2023.11 | 77.9 | — | |
| No FSpercent_extra_features=50%, downstream_model=MLP2023.11 | 77.8 | — | |
| No FSFeature type=Random features2025.03 | 77.3 | — | |
| STGFeature type=Random features2025.03 | 77.2 | — | |
| RFpercent_extra_features=75%, downstream_model=MLP2023.11 | 76.5 | — | |
| No FSpercent_extra_features=75%, downstream_model=MLP2023.11 | 76.2 | — |