Classification on 10 Datasets Missing rate > 10% (test)
81.72AUCPFN-Flow
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PFN-FlowMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 81.72 | 11.4 | 0.061 | |
| XGBoost + MOT-LINMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 81.11 | 12 | 131.921 | |
| XGBoost + MOT-MLPMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 80.73 | 17.6 | 132.754 | |
| PFN-NSMMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 80.65 | 16.2 | 0.061 | |
| XGBoost + IGRMMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 80.48 | 17.9 | 11.809 | |
| XGBoost (Raw)Missing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 80.47 | 15.5 | 4.689 | |
| CatBoost + MOT-LINMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 80.42 | 22.4 | 164.264 | |
| CatBoost + MOT-MLPMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 80.39 | 20.3 | 165.097 | |
| CatBoost (Raw)Missing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 80.34 | 23.7 | 37.031 | |
| XGBoost + GRAPEMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 80.32 | 18.5 | 11.187 | |
| XGBoost + OTM-RRMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 80.28 | 21.4 | 9.869 | |
| TabPFN + GRAPEMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 80.16 | 24.9 | 6.56 | |
| XGBoost + RemaskerMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 80.14 | 25.7 | 518.946 | |
| TabPFN + MOT-LINMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 80.11 | 23.3 | 127.294 | |
| TabPFN + MOT-MLPMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 80.06 | 23.5 | 128.127 | |
| TabPFN + TDMMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 80.06 | 24.8 | 123.86 | |
| CatBoost + RemaskerMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 80.05 | 27.8 | 551.288 | |
| TabPFN + IGRMMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 80.04 | 24.9 | 7.182 | |
| TabPFN + MissForestMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 80.02 | 23.2 | 26.122 | |
| TabPFN + HyperImputeMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 80.01 | 23.1 | 170.758 | |
| XGBoost + OTM-SKMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 80 | 26.9 | 50.401 | |
| CatBoost + OTM-SKMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 80 | 26.1 | 82.744 | |
| TabPFN + RemaskerMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 79.98 | 26.4 | 514.319 | |
| CatBoost + GRAPEMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 79.97 | 26.5 | 43.53 | |
| XGBoost + MissForestMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 79.92 | 22.1 | 30.749 | |
| CatBoost + IGRMMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 79.86 | 25.4 | 44.152 | |
| TabPFN (Raw)Missing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 79.85 | 23.5 | 0.061 | |
| TabPFN + MCFlowMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 79.83 | 25.8 | 28.563 | |
| XGBoost + HyperImputeMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 79.82 | 23.5 | 175.385 | |
| TabPFN + OTM-RRMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 79.72 | 28.2 | 5.241 | |
| CatBoost + TDMMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 79.7 | 28.9 | 160.83 | |
| XGBoost + TDMMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 79.7 | 26.4 | 128.488 | |
| CatBoost + HyperImputeMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 79.64 | 28.2 | 207.728 | |
| TabPFN + OTM-SKMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 79.55 | 28.9 | 45.774 | |
| CatBoost + MissForestMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 79.47 | 29.4 | 63.092 | |
| CatBoost + OTM-RRMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 79.45 | 31.7 | 42.211 | |
| XGBoost + MCFlowMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 79.35 | 21.4 | 33.19 | |
| CatBoost + MCFlowMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 79.01 | 25.2 | 65.533 | |
| LightGBM + MOT-LINMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 75.74 | 26.85 | 135.721 | |
| LightGBM (Raw)Missing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 75.65 | 26.25 | 8.488 | |
| LightGBM + GRAPEMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 75.61 | 27.65 | 14.986 | |
| LightGBM + IGRMMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 75.49 | 27.75 | 15.608 | |
| LightGBM + MOT-MLPMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 75.37 | 30.55 | 136.553 | |
| LightGBM + OTM-RRMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 75.23 | 33.35 | 13.668 | |
| LightGBM + MCFlowMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 75.09 | 29.35 | 36.99 | |
| LightGBM + MissForestMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 75.05 | 33.65 | 34.548 | |
| LightGBM + TDMMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 74.8 | 36.85 | 132.287 | |
| LightGBM + RemaskerMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 74.77 | 37.55 | 522.745 | |
| LightGBM + HyperImputeMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 74.77 | 34.35 | 179.184 | |
| LightGBM + OTM-SKMissing rate=> 10%, Number of variables=50, Data split protocol=DiffPuter preprocessing pipeline2026.01 | 74.72 | 38.25 | 54.2 |