Tabular Classification on 153 datasets shared-coverage v1 (single seed)
90.8AUCTabICLv2
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TabICLv2Type=Teacher2026.05 | 90.8 | — | — | |
| TabPFNv2.6Type=Teacher2026.05 | 90.2 | — | — | |
| LimiXType=Teacher2026.05 | 90 | — | — | |
| [PFN+ICL+Limix]→XGBType=Multi→XGB, Teachers=PFN, ICL, Limix, Student=XGBoost2026.05 | 88.3 | — | 56.8 | |
| [PFN+ICL]→XGBType=Multi→XGB, Teachers=PFN, ICL, Student=XGBoost2026.05 | 88.3 | — | 56.8 | |
| TabICLv2→XGBType=Single→XGB, Teacher=TabICLv2, Student=XGBoost2026.05 | 88.2 | 96.5 | 51 | |
| TabICLv2→CBType=Single→CB, Teacher=TabICLv2, Student=CatBoost2026.05 | 88.2 | 96.4 | 53.3 | |
| TabPFNv2.6→XGBType=Single→XGB, Teacher=TabPFNv2.6, Student=XGBoost2026.05 | 88.1 | 96.3 | 50.2 | |
| TabPFNv2.6→CBType=Single→CB, Teacher=TabPFNv2.6, Student=CatBoost2026.05 | 87.9 | 96.1 | 51.4 | |
| [PFN+Orion+Limix]→XGBType=Multi→XGB, Teachers=PFN, Orion, Limix, Student=XGBoost2026.05 | 87.9 | — | 49.4 | |
| OrionMSP v1.5Type=Teacher2026.05 | 87.8 | — | — | |
| LimiX→XGBType=Single→XGB, Teacher=LimiX, Student=XGBoost2026.05 | 87.8 | 95.9 | 49.4 | |
| CatBoostType=Baseline, Configuration=300 trees, depth 62026.05 | 87.6 | — | — | |
| LimiX→CBType=Single→CB, Teacher=LimiX, Student=CatBoost2026.05 | 87.5 | 95.7 | 47.5 | |
| LightGBMType=Baseline, Configuration=300 trees, depth 62026.05 | 87.2 | — | — | |
| XGBoostType=Baseline, Configuration=300 trees, depth 62026.05 | 87.2 | — | — | |
| OrionMSP→XGBType=Single→XGB, Teacher=OrionMSP, Student=XGBoost2026.05 | 86 | 93.9 | 22.6 | |
| [PFN+Limix]→MLPType=Multi→MLP, Teachers=PFN, Limix, Student=MLP2026.05 | 85.2 | — | 28.4 | |
| TabPFNv2.6→MLPType=Single→MLP, Teacher=TabPFNv2.6, Student=MLP2026.05 | 84.6 | 92.4 | 28.8 | |
| [PFN+ICL]→MLPType=Multi→MLP, Teachers=PFN, ICL, Student=MLP2026.05 | 84.3 | — | 26.8 | |
| TabICLv2→MLPType=Single→MLP, Teacher=TabICLv2, Student=MLP2026.05 | 84.2 | 92 | 26.5 |