Binary Classification on binary health datasets avg (test)
0.875AUCLimiX
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LimiXType=Teacher2026.05 | 0.875 | — | |
| TabICLv2Type=Teacher2026.05 | 0.873 | — | |
| TabPFNv2.6Type=Teacher2026.05 | 0.87 | — | |
| TabDPTType=Teacher2026.05 | 0.868 | — | |
| TabPFNv2.5Type=Teacher2026.05 | 0.868 | — | |
| LimiX→LGBMType=Distilled (LGBM)2026.05 | 0.865 | 98.8 | |
| Orion-MSP v1.5Type=Teacher2026.05 | 0.864 | — | |
| [PFN+OrionMSP+Limix]→LGBMType=Distilled (LGBM, multi-teacher)2026.05 | 0.864 | — | |
| [PFN+Limix]→LGBMType=Distilled (LGBM, multi-teacher)2026.05 | 0.864 | — | |
| TabICLv2→LGBMType=Distilled (LGBM)2026.05 | 0.863 | 98.9 | |
| [PFN+ICL+Limix]→LGBMType=Distilled (LGBM, multi-teacher)2026.05 | 0.863 | — | |
| TabPFNv2.6→LGBMType=Distilled (LGBM)2026.05 | 0.862 | 99.1 | |
| TabPFN→LGBMType=Distilled (LGBM)2026.05 | 0.862 | 99.4 | |
| [PFN+ICL+Limix+TabDPT]→LGBMType=Distilled (LGBM, multi-teacher)2026.05 | 0.862 | — | |
| TabDPT→LGBMType=Distilled (LGBM)2026.05 | 0.861 | 99.1 | |
| Orion-MSP→LGBMType=Distilled (LGBM)2026.05 | 0.86 | 99.6 | |
| LogisticRegressionType=Baseline2026.05 | 0.857 | — | |
| XGBoostType=Baseline2026.05 | 0.854 | — | |
| LightGBMType=Baseline2026.05 | 0.853 | — | |
| LimiX→MLPType=Distilled (MLP)2026.05 | 0.795 | 90.8 | |
| [PFN+OrionMSP+Limix]→MLPType=Distilled (MLP, multi-teacher)2026.05 | 0.79 | — | |
| TabPFN→MLPType=Distilled (MLP)2026.05 | 0.787 | 90.7 | |
| [PFN+Limix]→MLPType=Distilled (MLP, multi-teacher)2026.05 | 0.787 | — | |
| [PFN+ICL+Limix+TabDPT]→MLPType=Distilled (MLP, multi-teacher)2026.05 | 0.787 | — | |
| [PFN+ICL+Limix]→MLPType=Distilled (MLP, multi-teacher)2026.05 | 0.785 | — | |
| TabPFNv2.6→MLPType=Distilled (MLP)2026.05 | 0.782 | 89.9 | |
| TabICLv2→MLPType=Distilled (MLP)2026.05 | 0.782 | 89.6 | |
| TabDPT→MLPType=Distilled (MLP)2026.05 | 0.781 | 89.9 | |
| Orion-MSP→MLPType=Distilled (MLP)2026.05 | 0.775 | 89.7 |