Tabular Classification on 253 Tabular Datasets
77.6AccuracyRandomForest + DistPFN
Evaluation Results
| Method | Links | |
|---|---|---|
| RandomForest + DistPFNShift strength (beta)=0.02026.05 | 77.6 | |
| RandomForest + DistPFNShift strength (beta)=0.12026.05 | 77.6 | |
| RandomForest + DistPFN-TShift strength (beta)=0.02026.05 | 77.6 | |
| RandomForest + DistPFN-TShift strength (beta)=0.12026.05 | 77.6 | |
| RandomForest + DistPFN-TShift strength (beta)=0.52026.05 | 77.2 | |
| RandomForest + DistPFNShift strength (beta)=0.52026.05 | 77.1 | |
| XGBoost + DistPFNShift strength (beta)=0.02026.05 | 77 | |
| RandomForestShift strength (beta)=0.02026.05 | 76.9 | |
| XGBoost + DistPFNShift strength (beta)=0.12026.05 | 76.8 | |
| XGBoost + DistPFN-TShift strength (beta)=0.02026.05 | 76.8 | |
| XGBoost + DistPFN-TShift strength (beta)=0.12026.05 | 76.8 | |
| RandomForest + DistPFN-TShift strength (beta)=1.02026.05 | 76.8 | |
| RandomForestShift strength (beta)=0.12026.05 | 76.7 | |
| RandomForest + DistPFNShift strength (beta)=1.02026.05 | 76.4 | |
| LightGBM + DistPFNShift strength (beta)=0.02026.05 | 76.4 | |
| LightGBM + DistPFN-TShift strength (beta)=0.02026.05 | 76.4 | |
| XGBoostShift strength (beta)=0.02026.05 | 76.3 | |
| LightGBM + DistPFNShift strength (beta)=0.12026.05 | 76.1 | |
| LightGBM + DistPFN-TShift strength (beta)=0.12026.05 | 76.1 | |
| XGBoostShift strength (beta)=0.12026.05 | 75.9 | |
| XGBoost + DistPFNShift strength (beta)=0.52026.05 | 75.8 | |
| XGBoost + DistPFN-TShift strength (beta)=0.52026.05 | 75.8 | |
| LightGBMShift strength (beta)=0.02026.05 | 75.8 | |
| LightGBMShift strength (beta)=0.12026.05 | 75.3 | |
| RandomForest + DistPFN-TShift strength (beta)=2.02026.05 | 75.2 | |
| RandomForestShift strength (beta)=0.52026.05 | 75 | |
| LightGBM + DistPFNShift strength (beta)=0.52026.05 | 74.8 | |
| LightGBM + DistPFN-TShift strength (beta)=0.52026.05 | 74.8 | |
| XGBoostShift strength (beta)=0.52026.05 | 74.3 | |
| XGBoost + DistPFN-TShift strength (beta)=1.02026.05 | 74.3 | |
| XGBoost + DistPFNShift strength (beta)=1.02026.05 | 74.2 | |
| RandomForest + DistPFNShift strength (beta)=2.02026.05 | 74.2 | |
| LightGBMShift strength (beta)=0.52026.05 | 73.4 | |
| RandomForest + DistPFN-TShift strength (beta)=5.02026.05 | 73 | |
| LightGBM + DistPFN-TShift strength (beta)=1.02026.05 | 72.8 | |
| LightGBM + DistPFNShift strength (beta)=1.02026.05 | 72.7 | |
| RandomForestShift strength (beta)=1.02026.05 | 72 | |
| RandomForest + DistPFNShift strength (beta)=5.02026.05 | 71.7 | |
| XGBoostShift strength (beta)=1.02026.05 | 71.5 | |
| XGBoost + DistPFN-TShift strength (beta)=2.02026.05 | 71 | |
| LightGBMShift strength (beta)=1.02026.05 | 70.5 | |
| XGBoost + DistPFNShift strength (beta)=2.02026.05 | 70.3 | |
| LightGBM + DistPFN-TShift strength (beta)=2.02026.05 | 68.7 | |
| LightGBM + DistPFNShift strength (beta)=2.02026.05 | 68.2 | |
| XGBoost + DistPFN-TShift strength (beta)=5.02026.05 | 67.9 | |
| XGBoost + DistPFNShift strength (beta)=5.02026.05 | 67.2 | |
| XGBoostShift strength (beta)=2.02026.05 | 66.4 | |
| RandomForestShift strength (beta)=2.02026.05 | 66.4 | |
| LightGBMShift strength (beta)=2.02026.05 | 65.7 | |
| LightGBM + DistPFN-TShift strength (beta)=5.02026.05 | 65 | |
| LightGBM + DistPFNShift strength (beta)=5.02026.05 | 64.5 | |
| XGBoostShift strength (beta)=5.02026.05 | 62.3 | |
| LightGBMShift strength (beta)=5.02026.05 | 61.8 | |
| RandomForestShift strength (beta)=5.02026.05 | 61.7 |