Tabular Classification on xdomain13 (test)
76.4BACCTabPFN v2.6
Evaluation Results
| Method | Links | |
|---|---|---|
| TabPFN v2.6Adaptation regime=Pretrained (zero-shot), Number of Parameters=10.73 M2026.06 | 76.4 | |
| TabICL v2Adaptation regime=Pretrained (zero-shot), Number of Parameters=27.05 M2026.06 | 76.3 | |
| NanoTabICLAdaptation regime=KnowsTFM (HPO), Number of Parameters=3.30 M2026.06 | 73 | |
| NanoTabICLAdaptation regime=Vanilla FT (default recipe), Number of Parameters=3.30 M2026.06 | 72.8 | |
| NanoTabICLAdaptation regime=KnowsTFM FT (default recipe), Number of Parameters=3.30 M2026.06 | 72.6 | |
| NanoTabPFNAdaptation regime=KnowsTFM (HPO), Number of Parameters=3.72 M2026.06 | 72.4 | |
| NanoTabICLAdaptation regime=Vanilla FT (HPO), Number of Parameters=3.30 M2026.06 | 72.2 | |
| NanoTabPFNAdaptation regime=Vanilla FT (default recipe), Number of Parameters=3.72 M2026.06 | 70.8 | |
| NanoTabPFNAdaptation regime=Vanilla FT (HPO), Number of Parameters=3.72 M2026.06 | 70.7 | |
| NanoTabPFNAdaptation regime=KnowsTFM (default recipe), Number of Parameters=3.72 M2026.06 | 69.7 | |
| NanoTabICLAdaptation regime=Pretrained (zero-shot), Number of Parameters=3.30 M2026.06 | 41.3 | |
| NanoTabPFNAdaptation regime=Pretrained (zero-shot), Number of Parameters=3.72 M2026.06 | 40.8 | |
| TabPFN v2.6adaptation_protocol=Pretr.2026.06 | 0.764 | |
| TabICL v2adaptation_protocol=Pretr.2026.06 | 0.763 | |
| TabICL v2adaptation_protocol=Rnd-LoRA2026.06 | 0.752 | |
| TabPFN v2.6adaptation_protocol=vFT2026.06 | 0.75 | |
| TabPFN v2.6adaptation_protocol=KG-LoRA2026.06 | 0.75 | |
| TabICL v2adaptation_protocol=LoRA2026.06 | 0.749 | |
| TabICL v2adaptation_protocol=KG-LoRA2026.06 | 0.749 | |
| TabPFN v2.6adaptation_protocol=Rnd-LoRA2026.06 | 0.749 | |
| TabPFN v2.6adaptation_protocol=LoRA2026.06 | 0.747 | |
| TabICL v2adaptation_protocol=vFT2026.06 | 0.743 | |
| NanoTabICL big/baseadaptation_protocol=KG-HPO2026.06 | 0.73 | |
| NanoTabICL big/baseadaptation_protocol=LoRA2026.06 | 0.729 | |
| NanoTabICL big/baseadaptation_protocol=vFT2026.06 | 0.728 | |
| NanoTabICL big/baseadaptation_protocol=KG-LoRA2026.06 | 0.726 | |
| NanoTabICL big/baseadaptation_protocol=Rnd-LoRA2026.06 | 0.724 | |
| NanoTabPFN big/baseadaptation_protocol=KG-HPO2026.06 | 0.724 | |
| NanoTabICL big/baseadaptation_protocol=vFT-HPO2026.06 | 0.722 | |
| TabICL v2adaptation_protocol=LLM-LoRA2026.06 | 0.722 | |
| NanoTabPFN big/baseadaptation_protocol=LoRA2026.06 | 0.71 | |
| NanoTabPFN big/baseadaptation_protocol=vFT2026.06 | 0.708 | |
| NanoTabPFN big/baseadaptation_protocol=vFT-HPO2026.06 | 0.707 | |
| NanoTabPFN big/baseadaptation_protocol=Rnd-LoRA2026.06 | 0.7 | |
| NanoTabPFN big/baseadaptation_protocol=KG-LoRA2026.06 | 0.697 | |
| NanoTabICL big/baseadaptation_protocol=LLM-LoRA2026.06 | 0.616 | |
| NanoTabPFN big/baseadaptation_protocol=LLM-LoRA2026.06 | 0.435 | |
| NanoTabICL big/baseadaptation_protocol=Pretr.2026.06 | 0.414 | |
| NanoTabPFN big/baseadaptation_protocol=Pretr.2026.06 | 0.408 | |
| TabPFN v2.6adaptation_protocol=LLM-LoRA2026.06 | 0.408 |