Classification on JA
73.8AccuracyAutoNFS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AutoNFSFeature type=Random features2025.03 | 73.8 | — | — | |
| LassoNetpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 73.6 | — | — | |
| Deep Lassopercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 73.6 | — | — | |
| AGLpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 73.5 | — | — | |
| RFpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 73.5 | — | — | |
| XGBoostpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 73.5 | — | — | |
| AMpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 73.4 | — | — | |
| Univariatepercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 73.3 | — | — | |
| Lassopercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 73.2 | — | — | |
| No FSpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 73.1 | — | — | |
| 1L Lassopercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 73.1 | — | — | |
| SCOPE-FE2026.04 | 73.1 | 94.16 | 71.2 | |
| OpenFE2026.04 | 72.9 | 326.98 | — | |
| RFpercent_extra_features=50%, downstream_model=MLP2023.11 | 72.4 | — | — | |
| ProtoGateFeature type=Random features2025.03 | 72.4 | — | — | |
| AGLpercent_extra_features=50%, downstream_model=MLP2023.11 | 72.2 | — | — | |
| AMpercent_extra_features=50%, downstream_model=MLP2023.11 | 72.2 | — | — | |
| XGBoostpercent_extra_features=50%, downstream_model=MLP2023.11 | 72.2 | — | — | |
| AMFeature type=Random features2025.03 | 72.2 | — | — | |
| Deep Lassopercent_extra_features=50%, downstream_model=MLP2023.11 | 72.1 | — | — | |
| XGBoostpercent_extra_features=75%, downstream_model=MLP2023.11 | 72.1 | — | — | |
| Base2026.04 | 72.1 | — | — | |
| FCTree2026.04 | 72.1 | 973 | — | |
| FETCH2026.04 | 72.1 | 12,964 | — | |
| RFFeature type=Random features2025.03 | 72 | — | — | |
| XGBoostFeature type=Random features2025.03 | 72 | — | — | |
| Deep LassoFeature type=Random features2025.03 | 72 | — | — | |
| LassoNetpercent_extra_features=50%, downstream_model=MLP2023.11 | 71.9 | — | — | |
| 1L Lassopercent_extra_features=50%, downstream_model=MLP2023.11 | 71.8 | — | — | |
| Deep Lassopercent_extra_features=75%, downstream_model=MLP2023.11 | 71.8 | — | — | |
| AGLFeature type=Random features2025.03 | 71.8 | — | — | |
| Univariatepercent_extra_features=50%, downstream_model=MLP2023.11 | 71.7 | — | — | |
| Lassopercent_extra_features=75%, downstream_model=MLP2023.11 | 71.7 | — | — | |
| RFpercent_extra_features=75%, downstream_model=MLP2023.11 | 71.6 | — | — | |
| 1L Lassopercent_extra_features=75%, downstream_model=MLP2023.11 | 71.5 | — | — | |
| UnivariateFeature type=Random features2025.03 | 71.5 | — | — | |
| LassoFeature type=Random features2025.03 | 71.5 | — | — | |
| 1L LassoFeature type=Random features2025.03 | 71.5 | — | — | |
| LassoNetFeature type=Random features2025.03 | 71.5 | — | — | |
| AGLpercent_extra_features=75%, downstream_model=MLP2023.11 | 71.4 | — | — | |
| Lassopercent_extra_features=50%, downstream_model=MLP2023.11 | 71.3 | — | — | |
| LassoNetpercent_extra_features=75%, downstream_model=MLP2023.11 | 70.8 | — | — | |
| No FSpercent_extra_features=50%, downstream_model=MLP2023.11 | 70.3 | — | — | |
| No FSFeature type=Random features2025.03 | 70.3 | — | — | |
| LSpinFeature type=Random features2025.03 | 70.2 | — | — | |
| STGFeature type=Random features2025.03 | 70.1 | — | — | |
| No FSpercent_extra_features=75%, downstream_model=MLP2023.11 | 68.6 | — | — | |
| Univariatepercent_extra_features=75%, downstream_model=MLP2023.11 | 68.6 | — | — |