Tabular Classification on 10 Tabular Datasets Missing rate > 10% MNAR (cross-method intersection)
81.72AUCPFN-Flow
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PFN-Flow2026.01 | 81.72 | 11.4 | 0.061 | |
| XGBoostimputer=MOT-LIN2026.01 | 81.11 | 12 | 131.921 | |
| XGBoostimputer=MOT-MLP2026.01 | 80.73 | 17.6 | 132.754 | |
| PFN-NSMdescription=ablation using reduced SCM2026.01 | 80.65 | 16.2 | 0.061 | |
| XGBoostimputer=IGRM2026.01 | 80.48 | 17.9 | 11.809 | |
| XGBoostimputer=Raw2026.01 | 80.47 | 15.5 | 4.689 | |
| CatBoostimputer=MOT-LIN2026.01 | 80.42 | 22.4 | 164.264 | |
| CatBoostimputer=MOT-MLP2026.01 | 80.39 | 20.3 | 165.097 | |
| CatBoostimputer=Raw2026.01 | 80.34 | 23.7 | 37.031 | |
| XGBoostimputer=GRAPE2026.01 | 80.32 | 18.5 | 11.187 | |
| XGBoostimputer=OTM-RR2026.01 | 80.28 | 21.4 | 9.869 | |
| TabPFNimputer=GRAPE2026.01 | 80.16 | 24.9 | 6.56 | |
| XGBoostimputer=Remasker2026.01 | 80.14 | 25.7 | 518.946 | |
| TabPFNimputer=MOT-LIN2026.01 | 80.11 | 23.3 | 127.294 | |
| TabPFNimputer=Raw2026.01 | 79.85 | 23.5 | 0.061 |