Classification on AL 50% corrupted features (50% noise)
96.3AccuracyUnivariate + FT
Evaluation Results
| Method | Links | |
|---|---|---|
| Univariate + FTFeature Selection=Univariate, Downstream Model=FT-Transformer2026.03 | 96.3 | |
| XGBoost + FTFeature Selection=XGBoost, Downstream Model=FT-Transformer2026.03 | 96.3 | |
| UnivariateDownstream Model=FT2026.03 | 96.3 | |
| 1L LassoDownstream Model=FT2026.03 | 96.3 | |
| LassoNetDownstream Model=FT2026.03 | 96.3 | |
| XGBoostDownstream Model=FT2026.03 | 96.3 | |
| 1L Lasso + FTFeature Selection=1L Lasso, Downstream Model=FT-Transformer2026.03 | 96.2 | |
| LassoNet + FTFeature Selection=LassoNet, Downstream Model=FT-Transformer2026.03 | 96.2 | |
| AM + FTFeature Selection=AM, Downstream Model=FT-Transformer2026.03 | 96.2 | |
| RF + FTFeature Selection=RF, Downstream Model=FT-Transformer2026.03 | 96.2 | |
| AMDownstream Model=FT2026.03 | 96.2 | |
| RFDownstream Model=FT2026.03 | 96.2 | |
| Deep LassoDownstream Model=FT2026.03 | 96.2 | |
| LassoFlexNetFeature Selection=End-to-end2026.03 | 96.2 | |
| Deep Lasso + FTFeature Selection=Deep Lasso, Downstream Model=FT-Transformer2026.03 | 96.1 | |
| No FS + FTFeature Selection=None, Downstream Model=FT-Transformer2026.03 | 96 | |
| LassoFlexNetFeature Selection=End-to-end2026.03 | 96 | |
| UnivariateDownstream Model=MLP2026.03 | 96 | |
| Deep LassoDownstream Model=MLP2026.03 | 95.9 | |
| No FSDownstream Model=FT2026.03 | 95.9 | |
| AGLDownstream Model=MLP2026.03 | 95.8 | |
| XGBoostDownstream Model=MLP2026.03 | 95.6 | |
| Univariate + MLPFeature Selection=Univariate, Downstream Model=MLP2026.03 | 95.5 | |
| Lasso + MLPFeature Selection=Lasso, Downstream Model=MLP2026.03 | 95.5 | |
| 1L Lasso + MLPFeature Selection=1L Lasso, Downstream Model=MLP2026.03 | 95.5 | |
| LassoNet + MLPFeature Selection=LassoNet, Downstream Model=MLP2026.03 | 95.5 | |
| AM + MLPFeature Selection=AM, Downstream Model=MLP2026.03 | 95.5 | |
| Deep Lasso + MLPFeature Selection=Deep Lasso, Downstream Model=MLP2026.03 | 95.5 | |
| RFDownstream Model=MLP2026.03 | 95.5 | |
| XGBoost + MLPFeature Selection=XGBoost, Downstream Model=MLP2026.03 | 95.4 | |
| LassoNetDownstream Model=MLP2026.03 | 95.4 | |
| AGL + MLPFeature Selection=AGL, Downstream Model=MLP2026.03 | 95.3 | |
| AMDownstream Model=MLP2026.03 | 95.3 | |
| Lasso + FTFeature Selection=Lasso, Downstream Model=FT-Transformer2026.03 | 95.2 | |
| 1L LassoDownstream Model=MLP2026.03 | 95.2 | |
| LassoDownstream Model=FT2026.03 | 95.2 | |
| RF + MLPFeature Selection=RF, Downstream Model=MLP2026.03 | 95.1 | |
| LassoDownstream Model=MLP2026.03 | 94.9 | |
| No FS + MLPFeature Selection=None, Downstream Model=MLP2026.03 | 94.6 | |
| No FSDownstream Model=MLP2026.03 | 94.1 | |
| AGL + FTFeature Selection=AGL, Downstream Model=FT-Transformer2026.03 | 90.6 | |
| AGLDownstream Model=FT2026.03 | 89.9 |