Classification on TableShift Childhood Lead v1 (OOD test)
99.72AUPRC @ R<0.1EXPLOR (XGB)
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EXPLOR (XGB)Pseudo-labeler=XGBoost2024.06 | 99.72 | 97.92 | 96.58 | 86.7 | 87.95 | |
| D-BAT PL EnsPseudo-labeler=D-BAT2024.06 | 98.72 | 93.81 | 91.71 | 82.72 | 84.89 | |
| XGB PL EnsPseudo-labeler=XGBoost2024.06 | 98.69 | 97.39 | 96.08 | 86.39 | 84.88 | |
| EXPLOR (D-BAT)Pseudo-labeler=D-BAT2024.06 | 98.36 | 94.69 | 92.6 | 82.76 | 84.36 | |
| SAM2024.06 | 97.5 | 95 | 92.5 | 75 | 50 | |
| UDIM2024.06 | 97.06 | 94.11 | 91.17 | 73.7 | 54.5 | |
| DivDissemi-supervised=true2024.06 | 91.67 | 89.77 | 87.9 | 76.33 | 77.74 | |
| FixMatchsemi-supervised=true2024.06 | 86.68 | 81.75 | 81.61 | 75.39 | 79.87 | |
| NCDG2024.06 | 83.3 | 82.49 | 82.1 | 73.08 | 76.91 | |
| EoA2024.06 | 75.73 | 77.43 | 79.88 | 49.48 | 72.62 | |
| AdvStyle2024.06 | 63.63 | 64.96 | 68.67 | 48.37 | 74.45 | |
| ERM2024.06 | 54.24 | 43.66 | 38.83 | 23.6 | 78.41 | |
| D-BAT2024.06 | 52.67 | 62.82 | 68.11 | 71.85 | 79.13 | |
| Mixup2024.06 | 50 | 50 | 50 | 50 | 50 |