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ResearchFormerly WizWand

Tabular Classification on 253 Tabular Datasets (Average across all shift strengths)

79.2AccuracyTabPFN-v2
49.66457.3326572.668May 6, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TabPFN-v2Posterior Adjustment=DistPFN-T2026.0579.2
LoCalPFNPosterior Adjustment=DistPFN-T2026.0579.1
TabPFN-v2Posterior Adjustment=DistPFN2026.0578.9
LoCalPFNPosterior Adjustment=DistPFN2026.0578.8
TabICLPosterior Adjustment=DistPFN-T2026.0577.7
TabPFN-v2Posterior Adjustment=none2026.0577.5
TabICLPosterior Adjustment=DistPFN2026.0577.3
LoCalPFNPosterior Adjustment=none2026.0577.1
TabICLPosterior Adjustment=none2026.0574.2
CatBoostHPO=false2026.0571.7
CatBoostHPO=true2026.0571.7
RealMLP2026.0571.7
Random ForestHPO=false2026.0571.4
LightGBMHPO=false2026.0570.4
Random ForestHPO=true2026.0569.8
TabM2026.0569
FT-Transformer2026.0567.5
LogReg.HPO=false2026.0565
LogReg.HPO=true2026.0563.1
MLPHPO=true2026.0563.1
LightGBMHPO=true2026.0563
SVMHPO=true2026.0562.6
kNNHPO=true2026.0560.8
TabulaRNN2026.0559.9
kNNHPO=false2026.0559.6
MLPHPO=false2026.0558.5
SVMHPO=false2026.0555.9
MambaTab2026.0550.8