Binary Classification on 12 binary datasets
5.3ECETabPFNv2.6
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TabPFNv2.6Method Category=Teachers2026.05 | 5.3 | 5.3 | 9.5 | 9.4 | |
| TabDPTMethod Category=Teachers2026.05 | 5.6 | 5.3 | 9.4 | 9.3 | |
| LimiXMethod Category=Teachers2026.05 | 5.6 | 5.5 | 9.3 | 9.3 | |
| TabICLv2Method Category=Teachers2026.05 | 5.6 | 5.3 | 9.3 | 9.3 | |
| [PFNv2.6+Limix]→LGBMStudent Architecture=LGBM, Teacher Config=multi-teacher2026.05 | 5.8 | 6.1 | 9.9 | 9.9 | |
| TabDPT→LGBMStudent Architecture=LGBM, Teacher Config=single-teacher2026.05 | 6 | 5.7 | 10 | 9.9 | |
| TabPFNv2.6→LGBMStudent Architecture=LGBM, Teacher Config=single-teacher2026.05 | 6.1 | 6 | 9.8 | 9.8 | |
| LogisticRegressionMethod Category=Baselines2026.05 | 6.2 | 6.3 | 10.1 | 10 | |
| [PFNv2.6+OrionMSP+Limix]→LGBMStudent Architecture=LGBM, Teacher Config=multi-teacher2026.05 | 6.3 | 5.9 | 9.9 | 9.8 | |
| LightGBMMethod Category=Baselines2026.05 | 9 | 6.9 | 11.6 | 10.6 | |
| XGBoostMethod Category=Baselines2026.05 | 9.2 | 6.9 | 11.6 | 10.7 | |
| TabPFNv2.6→MLPStudent Architecture=MLP, Teacher Config=single-teacher2026.05 | 12.3 | 7.4 | 14.8 | 13.3 | |
| TabDPT→MLPStudent Architecture=MLP, Teacher Config=single-teacher2026.05 | 12.4 | 7.2 | 14.9 | 13.3 | |
| [PFNv2.6+Limix]→MLPStudent Architecture=MLP, Teacher Config=multi-teacher2026.05 | 12.4 | 7.6 | 15 | 13.3 | |
| [PFNv2.6+ICL+Limix+TabDPT]→MLPStudent Architecture=MLP, Teacher Config=multi-teacher2026.05 | 12.5 | 7.5 | 14.9 | 13.3 |