| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CIFAR-100 50% symmetric noise (test) | W_alpha | AUROC0.9838 | 22 | 2mo ago | |
| apsfail | KNN | AUROC0.971 | 17 | 13d ago | |
| vehicle | KNN | AUROC0.853 | 17 | 13d ago | |
| pol | KNN | AUROC0.97 | 17 | 13d ago | |
| fraud | KNN | AUROC95.2 | 17 | 13d ago | |
| cpu | KNN | AUROC95.9 | 17 | 13d ago | |
| wind | KNN | AUROC90.5 | 17 | 13d ago | |
| 2dplanes | KNN | AUROC0.943 | 17 | 13d ago | |
| Weak Reference Labels Mislabels + subjective | 4PL Δℓi (proposed) | AP76.2 | 9 | 2d ago | |
| Weak Reference Labels Mislabels | 4PL Δℓi (proposed) | AP84.3 | 9 | 2d ago | |
| creditcard | LSH-Shapley | AUROC0.724 | 5 | 28d ago | |
| mnist | KNN | AUROC98.2 | 3 | 28d ago |
