Classification on TableShift FICO HELOC v1 (OOD test)
96.99AUPRC (R<0.1)EXPLOR (D-BAT)
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EXPLOR (D-BAT)Pseudo-labeler=D-BAT2024.06 | 96.99 | 93.33 | 91.72 | 81.37 | 76.27 | |
| D-BAT PL EnsPseudo-labeler=D-BAT2024.06 | 96 | 92.87 | 91.52 | 81.35 | 76.32 | |
| UDIM2024.06 | 95.07 | 92.58 | 91.06 | 82.1 | 79.41 | |
| SAM2024.06 | 94.42 | 91.42 | 89.9 | 81.61 | 79.7 | |
| EXPLOR (XGB)Pseudo-labeler=XGBoost2024.06 | 93.93 | 91.72 | 91.1 | 84.02 | 83.11 | |
| D-BAT2024.06 | 92.97 | 91.2 | 90.11 | 80.91 | 76.13 | |
| Mixup2024.06 | 92.79 | 91.16 | 90.01 | 80.95 | 78.74 | |
| XGB PL EnsPseudo-labeler=XGBoost2024.06 | 92.18 | 90.07 | 89.73 | 83.8 | 83.53 | |
| NCDG2024.06 | 91.7 | 90.93 | 88.76 | 79.05 | 75.09 | |
| AdvStyle2024.06 | 90.1 | 88.71 | 87.33 | 79.63 | 77.23 | |
| ERM2024.06 | 85.84 | 85.74 | 85.25 | 77.37 | 73.71 | |
| DivDissemi-supervised=true2024.06 | 84.88 | 85.5 | 85.77 | 82.47 | 83.55 | |
| FixMatchsemi-supervised=true2024.06 | 83.99 | 77.76 | 76.48 | 72.22 | 74.29 | |
| EoA2024.06 | 63.42 | 59.53 | 56.52 | 59.53 | 54.67 |