Real-data benchmark Regression (8 datasets)
3Main RankCIF
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CIFconfiguration=selected CIF configuration2026.07 | 3 | 6 | 2 | 7 | 7 | 6 | 6 | 5 | |
| ExtraTreesEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 6.56 | — | — | — | — | — | — | — | |
| CatBoostEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 6.97 | — | — | — | — | — | — | — | |
| CIFEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 7.07 | — | — | — | — | — | — | — | |
| RFEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 8.09 | — | — | — | — | — | — | — | |
| RTEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 8.37 | — | — | — | — | — | — | — | |
| DTEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 8.68 | — | — | — | — | — | — | — | |
| LightGBMEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 8.76 | — | — | — | — | — | — | — | |
| RDC filterEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 8.83 | — | — | — | — | — | — | — | |
| CITEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 9.19 | — | — | — | — | — | — | — | |
| PC filterEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 9.35 | — | — | — | — | — | — | — | |
| DC filterEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 9.77 | — | — | — | — | — | — | — | |
| XGBoostEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 9.96 | — | — | — | — | — | — | — | |
| BorutaEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 10 | — | — | — | — | — | — | — | |
| PIEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 10.19 | — | — | — | — | — | — | — | |
| RF-RFEEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 10.41 | — | — | — | — | — | — | — | |
| cforestEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 12.2 | — | — | — | — | — | — | — | |
| ctreeEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 12.99 | — | — | — | — | — | — | — | |
| CPIEvaluation protocol=Averaged over downstream learners and standard k values2026.07 | 13.61 | — | — | — | — | — | — | — |