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Tabular Classification on xdomain13 (test)

76.4BACCTabPFN v2.6
-2.6316817.8861638.40458.92184Jun 29, 2026

Evaluation results

MethodLinks
TabPFN v2.6Adaptation regime=Pretrained (zero-shot), Number of Parameters=10.73 M2026.0676.4
TabICL v2Adaptation regime=Pretrained (zero-shot), Number of Parameters=27.05 M2026.0676.3
NanoTabICLAdaptation regime=KnowsTFM (HPO), Number of Parameters=3.30 M2026.0673
NanoTabICLAdaptation regime=Vanilla FT (default recipe), Number of Parameters=3.30 M2026.0672.8
NanoTabICLAdaptation regime=KnowsTFM FT (default recipe), Number of Parameters=3.30 M2026.0672.6
NanoTabPFNAdaptation regime=KnowsTFM (HPO), Number of Parameters=3.72 M2026.0672.4
NanoTabICLAdaptation regime=Vanilla FT (HPO), Number of Parameters=3.30 M2026.0672.2
NanoTabPFNAdaptation regime=Vanilla FT (default recipe), Number of Parameters=3.72 M2026.0670.8
NanoTabPFNAdaptation regime=Vanilla FT (HPO), Number of Parameters=3.72 M2026.0670.7
NanoTabPFNAdaptation regime=KnowsTFM (default recipe), Number of Parameters=3.72 M2026.0669.7
NanoTabICLAdaptation regime=Pretrained (zero-shot), Number of Parameters=3.30 M2026.0641.3
NanoTabPFNAdaptation regime=Pretrained (zero-shot), Number of Parameters=3.72 M2026.0640.8
TabPFN v2.6adaptation_protocol=Pretr.2026.060.764
TabICL v2adaptation_protocol=Pretr.2026.060.763
TabICL v2adaptation_protocol=Rnd-LoRA2026.060.752
TabPFN v2.6adaptation_protocol=vFT2026.060.75
TabPFN v2.6adaptation_protocol=KG-LoRA2026.060.75
TabICL v2adaptation_protocol=LoRA2026.060.749
TabICL v2adaptation_protocol=KG-LoRA2026.060.749
TabPFN v2.6adaptation_protocol=Rnd-LoRA2026.060.749
TabPFN v2.6adaptation_protocol=LoRA2026.060.747
TabICL v2adaptation_protocol=vFT2026.060.743
NanoTabICL big/baseadaptation_protocol=KG-HPO2026.060.73
NanoTabICL big/baseadaptation_protocol=LoRA2026.060.729
NanoTabICL big/baseadaptation_protocol=vFT2026.060.728
NanoTabICL big/baseadaptation_protocol=KG-LoRA2026.060.726
NanoTabICL big/baseadaptation_protocol=Rnd-LoRA2026.060.724
NanoTabPFN big/baseadaptation_protocol=KG-HPO2026.060.724
NanoTabICL big/baseadaptation_protocol=vFT-HPO2026.060.722
TabICL v2adaptation_protocol=LLM-LoRA2026.060.722
NanoTabPFN big/baseadaptation_protocol=LoRA2026.060.71
NanoTabPFN big/baseadaptation_protocol=vFT2026.060.708
NanoTabPFN big/baseadaptation_protocol=vFT-HPO2026.060.707
NanoTabPFN big/baseadaptation_protocol=Rnd-LoRA2026.060.7
NanoTabPFN big/baseadaptation_protocol=KG-LoRA2026.060.697
NanoTabICL big/baseadaptation_protocol=LLM-LoRA2026.060.616
NanoTabPFN big/baseadaptation_protocol=LLM-LoRA2026.060.435
NanoTabICL big/baseadaptation_protocol=Pretr.2026.060.414
NanoTabPFN big/baseadaptation_protocol=Pretr.2026.060.408
TabPFN v2.6adaptation_protocol=LLM-LoRA2026.060.408