Tabular Data Imputation on MissBench (overall)
94.1MCAR ScoreICE
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| ICE2025.10 | 94.1 | 91.6 | 79 | 83.3 | 66.2 | 80.9 | 93.4 | 91.8 | 83.2 | 84.8 | |
| HyperImpute2025.10 | 91.9 | 92.2 | 72.7 | 84.8 | 68.9 | 78.6 | 91.7 | 91.3 | 79.7 | 83.5 | |
| MissForest2025.10 | 82.3 | 86.2 | 65.5 | 81.8 | 57.9 | 78.3 | 87.5 | 83.6 | 76 | 77.7 | |
| ForestDiffusion2025.10 | 81.9 | 77.7 | 67.9 | 90.9 | 35 | 59.7 | 76.5 | 78.6 | 90.7 | 73.2 | |
| MICE2025.10 | 81.2 | 83 | 74.1 | 85.4 | 37.1 | 55.1 | 83.3 | 82.8 | 76.9 | 73.2 | |
| ReMasker2025.10 | 80.5 | 65.9 | 50.1 | 51.5 | 39.8 | 29.7 | 63.4 | 63.9 | 65.6 | 56.7 | |
| K-NN2025.10 | 73.5 | 74 | 62 | 79.4 | 74.4 | 62.8 | 74.8 | 75.6 | 83.8 | 73.4 | |
| TabImputemode=Zero-Shot2025.10 | 72 | 71.2 | 65.6 | 63.5 | 88.5 | 67.5 | 69.5 | 68.7 | 74.6 | 71.2 | |
| OT2025.10 | 71.5 | 72.4 | 55.1 | 74.5 | 87.6 | 72 | 72.7 | 72.8 | 68.3 | 71.9 | |
| CACTI2025.10 | 65.9 | 70.7 | 61.1 | 68.1 | 59.2 | 67.5 | 72.6 | 73.2 | 82.1 | 68.9 | |
| GAIN2025.10 | 59.5 | 55.4 | 50.2 | 25.9 | 39.2 | 49.4 | 43 | 45.7 | 17.1 | 42.8 | |
| EWF-TabPFN2025.10 | 50.8 | 57.8 | 62.5 | 58.8 | 87.8 | 78.1 | 55.2 | 57.2 | 64.3 | 63.6 | |
| SoftImpute2025.10 | 46.4 | 47.9 | 40.6 | 63.6 | 67.5 | 64.5 | 50.7 | 43.6 | 59.6 | 53.8 | |
| MIWAE2025.10 | 40.7 | 46.6 | 28.3 | 59.6 | 70.9 | 61.3 | 50.2 | 49.6 | 56.3 | 51.5 | |
| Col-TabPFN2025.10 | 4.9 | 14 | 21.4 | 30.2 | 75.7 | 45.3 | 19.8 | 18.5 | 40.8 | 30.1 |