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ResearchFormerly WizWand

Tabular Classification on 253 Tabular Datasets Shift strength β=0.1

79.8AccuracyTabPFN-v2
59.5264.78570.0575.315May 6, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TabPFN-v2Posterior Adjustment=DistPFN-T2026.0579.8
LoCalPFNPosterior Adjustment=DistPFN-T2026.0579.7
TabPFN-v2Posterior Adjustment=DistPFN2026.0579.7
LoCalPFNPosterior Adjustment=DistPFN2026.0579.6
TabPFN-v2Posterior Adjustment=none2026.0579.6
LoCalPFNPosterior Adjustment=none2026.0579.3
TabICLPosterior Adjustment=DistPFN2026.0578.6
TabICLPosterior Adjustment=DistPFN-T2026.0578.6
TabICLPosterior Adjustment=none2026.0578.1
CatBoostHPO=false2026.0577.1
CatBoostHPO=true2026.0577.1
Random ForestHPO=true2026.0576.7
Random ForestHPO=false2026.0576.5
RealMLP2026.0575.8
TabM2026.0575.7
LightGBMHPO=false2026.0575.3
FT-Transformer2026.0574.6
LogReg.HPO=false2026.0570.9
SVMHPO=true2026.0568.9
MLPHPO=true2026.0568.8
LogReg.HPO=true2026.0568.7
kNNHPO=true2026.0568.4
TabulaRNN2026.0568.4
LightGBMHPO=true2026.0566.1
kNNHPO=false2026.0565.7
MLPHPO=false2026.0564.7
SVMHPO=false2026.0564.6
MambaTab2026.0560.3