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Tabular Classification on 253 Tabular Datasets

77.6AccuracyRandomForest + DistPFN
61.06465.35769.6573.943May 6, 2026
Updated 5mo ago

Evaluation results

MethodLinks
RandomForest + DistPFNShift strength (beta)=0.02026.0577.6
RandomForest + DistPFNShift strength (beta)=0.12026.0577.6
RandomForest + DistPFN-TShift strength (beta)=0.02026.0577.6
RandomForest + DistPFN-TShift strength (beta)=0.12026.0577.6
RandomForest + DistPFN-TShift strength (beta)=0.52026.0577.2
RandomForest + DistPFNShift strength (beta)=0.52026.0577.1
XGBoost + DistPFNShift strength (beta)=0.02026.0577
RandomForestShift strength (beta)=0.02026.0576.9
XGBoost + DistPFNShift strength (beta)=0.12026.0576.8
XGBoost + DistPFN-TShift strength (beta)=0.02026.0576.8
XGBoost + DistPFN-TShift strength (beta)=0.12026.0576.8
RandomForest + DistPFN-TShift strength (beta)=1.02026.0576.8
RandomForestShift strength (beta)=0.12026.0576.7
RandomForest + DistPFNShift strength (beta)=1.02026.0576.4
LightGBM + DistPFNShift strength (beta)=0.02026.0576.4
LightGBM + DistPFN-TShift strength (beta)=0.02026.0576.4
XGBoostShift strength (beta)=0.02026.0576.3
LightGBM + DistPFNShift strength (beta)=0.12026.0576.1
LightGBM + DistPFN-TShift strength (beta)=0.12026.0576.1
XGBoostShift strength (beta)=0.12026.0575.9
XGBoost + DistPFNShift strength (beta)=0.52026.0575.8
XGBoost + DistPFN-TShift strength (beta)=0.52026.0575.8
LightGBMShift strength (beta)=0.02026.0575.8
LightGBMShift strength (beta)=0.12026.0575.3
RandomForest + DistPFN-TShift strength (beta)=2.02026.0575.2
RandomForestShift strength (beta)=0.52026.0575
LightGBM + DistPFNShift strength (beta)=0.52026.0574.8
LightGBM + DistPFN-TShift strength (beta)=0.52026.0574.8
XGBoostShift strength (beta)=0.52026.0574.3
XGBoost + DistPFN-TShift strength (beta)=1.02026.0574.3
XGBoost + DistPFNShift strength (beta)=1.02026.0574.2
RandomForest + DistPFNShift strength (beta)=2.02026.0574.2
LightGBMShift strength (beta)=0.52026.0573.4
RandomForest + DistPFN-TShift strength (beta)=5.02026.0573
LightGBM + DistPFN-TShift strength (beta)=1.02026.0572.8
LightGBM + DistPFNShift strength (beta)=1.02026.0572.7
RandomForestShift strength (beta)=1.02026.0572
RandomForest + DistPFNShift strength (beta)=5.02026.0571.7
XGBoostShift strength (beta)=1.02026.0571.5
XGBoost + DistPFN-TShift strength (beta)=2.02026.0571
LightGBMShift strength (beta)=1.02026.0570.5
XGBoost + DistPFNShift strength (beta)=2.02026.0570.3
LightGBM + DistPFN-TShift strength (beta)=2.02026.0568.7
LightGBM + DistPFNShift strength (beta)=2.02026.0568.2
XGBoost + DistPFN-TShift strength (beta)=5.02026.0567.9
XGBoost + DistPFNShift strength (beta)=5.02026.0567.2
XGBoostShift strength (beta)=2.02026.0566.4
RandomForestShift strength (beta)=2.02026.0566.4
LightGBMShift strength (beta)=2.02026.0565.7
LightGBM + DistPFN-TShift strength (beta)=5.02026.0565
LightGBM + DistPFNShift strength (beta)=5.02026.0564.5
XGBoostShift strength (beta)=5.02026.0562.3
LightGBMShift strength (beta)=5.02026.0561.8
RandomForestShift strength (beta)=5.02026.0561.7