Binary Classification on 16 binary datasets
87.7AUC[PFNv2.6+ICL+Limix+TabDPT]→CB
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| [PFNv2.6+ICL+Limix+TabDPT]→CBStudent=CatBoost, Teacher=PFNv2.6+ICL+Limix+TabDPT, Distillation=Multi-teacher2026.05 | 87.7 | — | |
| TabICLv2→CBStudent=CatBoost, Teacher=TabICLv2, Distillation=Single-teacher2026.05 | 87.6 | 100.4 | |
| [PFNv2.6+ICL+Limix]→CBStudent=CatBoost, Teacher=PFNv2.6+ICL+Limix, Distillation=Multi-teacher2026.05 | 87.6 | — | |
| [PFNv2.6+Limix]→CBStudent=CatBoost, Teacher=PFNv2.6+Limix, Distillation=Multi-teacher2026.05 | 87.6 | — | |
| LimiX→CBStudent=CatBoost, Teacher=LimiX, Distillation=Single-teacher2026.05 | 87.5 | 100 | |
| TabPFNv2.6→CBStudent=CatBoost, Teacher=TabPFNv2.6, Distillation=Single-teacher2026.05 | 87.5 | 100.5 | |
| [PFNv2.6+OrionMSP+Limix]→CBStudent=CatBoost, Teacher=PFNv2.6+OrionMSP+Limix, Distillation=Multi-teacher2026.05 | 87.5 | — | |
| TabICLv2→XGBStudent=XGBoost, Teacher=TabICLv2, Distillation=Single-teacher2026.05 | 87.5 | 100.3 | |
| [PFNv2.6+ICL+Limix]→XGBStudent=XGBoost, Teacher=PFNv2.6+ICL+Limix, Distillation=Multi-teacher2026.05 | 87.5 | — | |
| [PFNv2.6+ICL+Limix+TabDPT]→XGBStudent=XGBoost, Teacher=PFNv2.6+ICL+Limix+TabDPT, Distillation=Multi-teacher2026.05 | 87.5 | — | |
| [PFNv2.6+Limix]→XGBStudent=XGBoost, Teacher=PFNv2.6+Limix, Distillation=Multi-teacher2026.05 | 87.5 | — | |
| TabPFNv2.6→XGBStudent=XGBoost, Teacher=TabPFNv2.6, Distillation=Single-teacher2026.05 | 87.4 | 100.5 | |
| LimiX→XGBStudent=XGBoost, Teacher=LimiX, Distillation=Single-teacher2026.05 | 87.4 | 99.9 | |
| [PFNv2.6+OrionMSP+Limix]→XGBStudent=XGBoost, Teacher=PFNv2.6+OrionMSP+Limix, Distillation=Multi-teacher2026.05 | 87.4 | — | |
| TabDPT→CBStudent=CatBoost, Teacher=TabDPT, Distillation=Single-teacher2026.05 | 87.2 | 100.5 | |
| Orion-MSP→CBStudent=CatBoost, Teacher=Orion-MSP, Distillation=Single-teacher2026.05 | 87 | 100.7 | |
| TabDPT→XGBStudent=XGBoost, Teacher=TabDPT, Distillation=Single-teacher2026.05 | 86.9 | 100.2 | |
| Orion-MSP→XGBStudent=XGBoost, Teacher=Orion-MSP, Distillation=Single-teacher2026.05 | 86.8 | 100.4 |