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ResearchFormerly WizWand

Tabular Classification on 253 tabular datasets Shift strength β=0.5

79.7AccuracyTabPFN-v2
51.41258.75666.173.444May 6, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TabPFN-v2Posterior Adjustment=DistPFN-T2026.0579.7
LoCalPFNPosterior Adjustment=DistPFN-T2026.0579.6
TabPFN-v2Posterior Adjustment=DistPFN2026.0579.5
LoCalPFNPosterior Adjustment=DistPFN2026.0579.4
TabPFN-v2Posterior Adjustment=none2026.0579
LoCalPFNPosterior Adjustment=none2026.0578.8
TabICLPosterior Adjustment=DistPFN-T2026.0578.3
TabICLPosterior Adjustment=DistPFN2026.0578.1
TabICLPosterior Adjustment=none2026.0577
CatBoostHPO=true2026.0575.2
CatBoostHPO=false2026.0575.1
Random ForestHPO=false2026.0574.8
RealMLP2026.0574.5
Random ForestHPO=true2026.0574.3
TabM2026.0573.5
LightGBMHPO=false2026.0573.4
FT-Transformer2026.0571.8
LogReg.HPO=false2026.0567.4
LightGBMHPO=true2026.0565.5
MLPHPO=true2026.0565.4
LogReg.HPO=true2026.0565.3
kNNHPO=true2026.0564.4
TabulaRNN2026.0564.1
kNNHPO=false2026.0562.9
SVMHPO=true2026.0562.6
MLPHPO=false2026.0561.3
SVMHPO=false2026.0556
MambaTab2026.0552.5