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ResearchFormerly WizWand

Tabular Classification on 253 tabular datasets w/o shift

81.8AccuracyTabPFN-v2
71.50474.17776.8579.523May 6, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TabPFN-v2Posterior Adjustment=none2026.0581.8
TabPFN-v2Posterior Adjustment=DistPFN2026.0581.8
TabPFN-v2Posterior Adjustment=DistPFN-T2026.0581.8
LoCalPFNPosterior Adjustment=none2026.0581.6
LoCalPFNPosterior Adjustment=DistPFN2026.0581.6
LoCalPFNPosterior Adjustment=DistPFN-T2026.0581.6
TabICLPosterior Adjustment=none2026.0580.6
TabICLPosterior Adjustment=DistPFN2026.0580.6
TabICLPosterior Adjustment=DistPFN-T2026.0580.6
Random ForestHPO=true2026.0580.3
CatBoostHPO=false2026.0580.3
CatBoostHPO=true2026.0580.2
Random ForestHPO=false2026.0579.6
MLPHPO=true2026.0579.5
TabM2026.0579.4
RealMLP2026.0579.4
LightGBMHPO=true2026.0579
LightGBMHPO=false2026.0578.9
SVMHPO=true2026.0578.4
FT-Transformer2026.0578.4
kNNHPO=true2026.0578.3
SVMHPO=false2026.0578
MLPHPO=false2026.0577.8
LogReg.HPO=true2026.0577.1
LogReg.HPO=false2026.0576.5
kNNHPO=false2026.0576.5
TabulaRNN2026.0574.9
MambaTab2026.0571.9