Classification on HI
0.821AccuracyXGBoost
Evaluation Results
| Method | Links | |
|---|---|---|
| XGBoostpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 0.821 | |
| Deep Lassopercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 0.821 | |
| Lassopercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 0.82 | |
| 1L Lassopercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 0.82 | |
| AGLpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 0.82 | |
| AMpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 0.82 | |
| RFpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 0.819 | |
| No FSpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 0.818 | |
| AutoNFSFeature type=Random features2025.03 | 0.818 | |
| XGBoostpercent_extra_features=50%, downstream_model=MLP2023.11 | 0.815 | |
| Deep Lassopercent_extra_features=50%, downstream_model=MLP2023.11 | 0.815 | |
| AMpercent_extra_features=50%, downstream_model=MLP2023.11 | 0.814 | |
| LassoNetpercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 0.814 | |
| RFFeature type=Random features2025.03 | 0.814 | |
| Deep LassoFeature type=Random features2025.03 | 0.814 | |
| Lassopercent_extra_features=50%, downstream_model=MLP2023.11 | 0.813 | |
| AGLpercent_extra_features=50%, downstream_model=MLP2023.11 | 0.813 | |
| Deep Lassopercent_extra_features=75%, downstream_model=MLP2023.11 | 0.813 | |
| AMFeature type=Random features2025.03 | 0.813 | |
| 1L Lassopercent_extra_features=50%, downstream_model=MLP2023.11 | 0.812 | |
| Univariatepercent_extra_features=50%, downstream_model=FT-Transformer2023.11 | 0.812 | |
| LassoFeature type=Random features2025.03 | 0.812 | |
| XGBoostFeature type=Random features2025.03 | 0.812 | |
| LassoNetpercent_extra_features=50%, downstream_model=MLP2023.11 | 0.811 | |
| 1L Lassopercent_extra_features=75%, downstream_model=MLP2023.11 | 0.811 | |
| AGLpercent_extra_features=75%, downstream_model=MLP2023.11 | 0.811 | |
| XGBoostpercent_extra_features=75%, downstream_model=MLP2023.11 | 0.811 | |
| UnivariateFeature type=Random features2025.03 | 0.811 | |
| 1L LassoFeature type=Random features2025.03 | 0.811 | |
| LassoNetFeature type=Random features2025.03 | 0.811 | |
| Univariatepercent_extra_features=50%, downstream_model=MLP2023.11 | 0.81 | |
| RFpercent_extra_features=50%, downstream_model=MLP2023.11 | 0.81 | |
| Lassopercent_extra_features=75%, downstream_model=MLP2023.11 | 0.81 | |
| AGLFeature type=Random features2025.03 | 0.81 | |
| ProtoGateFeature type=Random features2025.03 | 0.809 | |
| LassoNetpercent_extra_features=75%, downstream_model=MLP2023.11 | 0.805 | |
| RFpercent_extra_features=75%, downstream_model=MLP2023.11 | 0.805 | |
| No FSpercent_extra_features=50%, downstream_model=MLP2023.11 | 0.802 | |
| LSpinFeature type=Random features2025.03 | 0.801 | |
| STGFeature type=Random features2025.03 | 0.8 | |
| No FSFeature type=Random features2025.03 | 0.798 | |
| No FSpercent_extra_features=75%, downstream_model=MLP2023.11 | 0.788 | |
| Univariatepercent_extra_features=75%, downstream_model=MLP2023.11 | 0.742 | |
| TabII2026.01 | 0.732 | |
| TabPFN-v2ICL Setup=add test with pseudo label2026.01 | 0.672 | |
| TabPFN-v2ICL Setup=add test without label2026.01 | 0.647 | |
| TransTabInference Columns=All columns2026.01 | 0.626 | |
| TabPFN-v2ICL Setup=with train set only2026.01 | 0.623 | |
| CatBoostInference Columns=Train set only2026.01 | 0.564 | |
| MLPInference Columns=Train set only2026.01 | 0.563 | |
| ResNetInference Columns=Train set only2026.01 | 0.563 | |
| FT-TransInference Columns=Train set only2026.01 | 0.563 | |
| TabNetInference Columns=Train set only2026.01 | 0.56 | |
| SCARFInference Columns=Train set only2026.01 | 0.56 | |
| XGBoostInference Columns=Train set only2026.01 | 0.556 | |
| LRInference Columns=Train set only2026.01 | 0.547 | |
| MediTabModel Type=LLM-assisted2026.01 | 0.544 | |
| TabLLMModel Type=LLM-assisted2026.01 | 0.54 | |
| FT-Trans*Inference Columns=All columns, Embedding=Linear2026.01 | 0.537 |