Classification on 33 datasets missing rate <= 10% (test)
86.94AUCPFN-Flow
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PFN-FlowTime (s)=0.061 ± 0.0032026.01 | 86.94 | 16.83 | |
| PFN-FlowTime (s)=0.061 ± 0.0032026.01 | 86.94 | 16.83 | |
| CatBoost + TDMTime (s)=160.830 ± 8.3292026.01 | 86.64 | 20.77 | |
| CatBoost + TDMTime (s)=160.830 ± 8.3292026.01 | 86.64 | 20.77 | |
| PFN-NSMTime (s)=0.061 ± 0.0032026.01 | 86.63 | 18.7 | |
| PFN-NSMTime (s)=0.061 ± 0.0032026.01 | 86.63 | 18.7 | |
| CatBoost + GRAPETime (s)=43.530 ± 0.2942026.01 | 86.6 | 21.65 | |
| CatBoost + GRAPETime (s)=43.530 ± 0.2942026.01 | 86.6 | 21.65 | |
| CatBoost + IGRMTime (s)=44.152 ± 0.2412026.01 | 86.59 | 21.44 | |
| CatBoost + IGRMTime (s)=44.152 ± 0.2412026.01 | 86.59 | 21.44 | |
| CatBoost + OTM-SKTime (s)=82.744 ± 2.0562026.01 | 86.57 | 20.7 | |
| CatBoost + OTM-SKTime (s)=82.744 ± 2.0562026.01 | 86.57 | 20.7 | |
| CatBoost + OTM-RRTime (s)=42.211 ± 0.2112026.01 | 86.56 | 22.02 | |
| CatBoost + RemaskerTime (s)=551.288 ± 9.3492026.01 | 86.56 | 21.32 | |
| CatBoost + OTM-RRTime (s)=42.211 ± 0.2112026.01 | 86.56 | 22.02 | |
| CatBoost + RemaskerTime (s)=551.288 ± 9.3492026.01 | 86.56 | 21.32 | |
| CatBoost + MOT-MLPTime (s)=165.097 ± 0.7982026.01 | 86.46 | 22.94 | |
| CatBoost + MCFlowTime (s)=65.533 ± 0.6122026.01 | 86.46 | 20.91 | |
| CatBoost + MOT-MLPTime (s)=165.097 ± 0.7982026.01 | 86.46 | 22.94 | |
| CatBoost + MCFlowTime (s)=65.533 ± 0.6122026.01 | 86.46 | 20.91 | |
| CatBoost + HyperImputeTime (s)=207.728 ± 0.5432026.01 | 86.45 | 23.11 | |
| CatBoost + HyperImputeTime (s)=207.728 ± 0.5432026.01 | 86.45 | 23.11 | |
| CatBoost (Raw)Time (s)=37.031 ± 0.1862026.01 | 86.42 | 22.17 | |
| CatBoost (Raw)Time (s)=37.031 ± 0.1862026.01 | 86.42 | 22.17 | |
| CatBoost + MissForestTime (s)=63.092 ± 1.6922026.01 | 86.41 | 23.14 | |
| CatBoost + MissForestTime (s)=63.092 ± 1.6922026.01 | 86.41 | 23.14 | |
| CatBoost + MOT-LINTime (s)=164.264 ± 3.7832026.01 | 86.39 | 24.15 | |
| CatBoost + MOT-LINTime (s)=164.264 ± 3.7832026.01 | 86.39 | 24.15 | |
| XGBoost + GRAPETime (s)=11.187 ± 0.2292026.01 | 86.38 | 24.29 | |
| XGBoost + IGRMTime (s)=11.809 ± 0.1562026.01 | 86.36 | 23.48 | |
| XGBoost + MCFlowTime (s)=33.190 ± 0.5842026.01 | 86.34 | 22.8 | |
| XGBoost (Raw)Time (s)=4.689 ± 0.0222026.01 | 86.34 | 23.05 | |
| XGBoost + TDMTime (s)=128.488 ± 8.3272026.01 | 86.33 | 24.98 | |
| XGBoost + RemaskerTime (s)=518.946 ± 9.3482026.01 | 86.31 | 24.92 | |
| XGBoost + OTM-SKTime (s)=50.401 ± 2.0482026.01 | 86.27 | 23.77 | |
| XGBoost + HyperImputeTime (s)=175.385 ± 0.5102026.01 | 86.26 | 25.12 | |
| XGBoost + MOT-MLPTime (s)=132.754 ± 0.7762026.01 | 86.22 | 25.17 | |
| XGBoost + OTM-RRTime (s)=9.869 ± 0.1032026.01 | 86.21 | 27.15 | |
| XGBoost + MissForestTime (s)=30.749 ± 1.6822026.01 | 86.14 | 28.29 | |
| XGBoost + MOT-LINTime (s)=131.921 ± 3.7782026.01 | 86.11 | 26.62 | |
| LightGBM + GRAPETime (s)=14.986 ± 0.2402026.01 | 85.76 | 25.88 | |
| TabPFN + MCFlowTime (s)=28.563 ± 0.5832026.01 | 85.74 | 26.33 | |
| LightGBM + TDMTime (s)=132.287 ± 8.3282026.01 | 85.74 | 27.44 | |
| TabPFN + RemaskerTime (s)=514.319 ± 9.3482026.01 | 85.74 | 26.67 | |
| LightGBM + IGRMTime (s)=15.608 ± 0.1722026.01 | 85.73 | 26.47 | |
| TabPFN + HyperImputeTime (s)=170.758 ± 0.5102026.01 | 85.71 | 26.94 | |
| TabPFN + MOT-MLPTime (s)=128.127 ± 0.7762026.01 | 85.71 | 26.33 | |
| TabPFN + TDMTime (s)=123.860 ± 8.3272026.01 | 85.7 | 27.64 | |
| TabPFN + MissForestTime (s)=26.122 ± 1.6812026.01 | 85.61 | 27.64 | |
| LightGBM + RemaskerTime (s)=522.745 ± 9.3482026.01 | 85.59 | 29.12 | |
| LightGBM + MCFlowTime (s)=36.990 ± 0.5882026.01 | 85.57 | 27.17 | |
| LightGBM + HyperImputeTime (s)=179.184 ± 0.5152026.01 | 85.56 | 29.09 | |
| LightGBM + OTM-RRTime (s)=13.668 ± 0.1262026.01 | 85.56 | 29.91 | |
| LightGBM + OTM-SKTime (s)=54.200 ± 2.0492026.01 | 85.55 | 28.27 | |
| TabPFN + OTM-SKTime (s)=45.774 ± 2.0482026.01 | 85.54 | 28.74 | |
| TabPFN + GRAPETime (s)=6.560 ± 0.2282026.01 | 85.47 | 27.38 | |
| LightGBM + MOT-MLPTime (s)=136.553 ± 0.7792026.01 | 85.45 | 29.44 | |
| TabPFN (Raw)Time (s)=0.061 ± 0.0032026.01 | 85.45 | 26.73 | |
| TabPFN (Raw)Time (s)=0.061 ± 0.0032026.01 | 85.45 | 26.73 | |
| LightGBM + MissForestTime (s)=34.548 ± 1.6832026.01 | 85.41 | 32.41 | |
| LightGBM (Raw)Time (s)=8.488 ± 0.0752026.01 | 85.37 | 28.74 | |
| LightGBM + MOT-LINTime (s)=135.721 ± 3.7792026.01 | 85.35 | 30.79 | |
| TabPFN + OTM-RRTime (s)=5.241 ± 0.1012026.01 | 85.32 | 29.44 | |
| TabPFN + IGRMTime (s)=7.182 ± 0.1542026.01 | 85.3 | 27.71 | |
| TabPFN + MOT-LINTime (s)=127.294 ± 3.7782026.01 | 85.3 | 29.24 |