| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Cola | ALIEN | ROC-AUC81.6 | 31 | 1mo ago | |
| CIFAR-10 | LSH-Shapley | AUROC99.8 | 31 | 8d ago | |
| SMS Spam class | AUROC0.982 | 27 | 3mo ago | ||
| CIFAR-100 | ODIN | AURC167.53 | 27 | 8d ago | |
| SMS Non-Spam class | AUROC0.9369 | 26 | 3mo ago | ||
| CIFAR-10 (test) | Softmax Baseline | AUPR Succ100 | 15 | 8d ago | |
| CIFAR-10-LT (ρ = 0.1) | MoDEX | AUPR (Confidence)97.78 | 14 | 8d ago | |
| CIFAR10 | D_alpha | AUROC95.2 | 14 | 13d ago | |
| MNIST (test) | Softmax Baseline | AUROC0.97 | 13 | 3mo ago | |
| Fashion-MNIST (test) | MC-Dropout | ROC-AUC0.818 | 12 | 3mo ago | |
| GEmot | ALIEN | ROC AUC68.2 | 11 | 1mo ago | |
| CIFAR-100 (test) | D_alpha | AUROC88.2 | 11 | 3mo ago | |
| DMNIST-LT (rho = 0.01) | MoDEX | AUPR88.76 | 10 | 8d ago | |
| YELP | ALIEN | ROC-AUC88.5 | 10 | 1mo ago | |
| Tox | ALIEN | ROC-AUC81.6 | 10 | 1mo ago | |
| SST5 | ALIEN | ROC-AUC63.9 | 10 | 1mo ago | |
| News | ALIEN | ROC-AUC (Misclassification Detection)88.8 | 10 | 1mo ago | |
| IMDB | ALIEN | ROC-AUC89.1 | 10 | 1mo ago | |
| SVHN (test) | D_alpha | AUROC (%)93 | 10 | 3mo ago | |
| Tiny ImageNet (test) | D_alpha | AUROC86.1 | 10 | 3mo ago | |
| HAM10000 | CUPID Epistemic | AUC85.5 | 9 | 2mo ago | |
| GL V2 | CUPID Aleatoric | AUC87 | 9 | 2mo ago | |
| CIFAR-100-C 1.0 (test) | OpenMix | AUROC84.05 | 9 | 3mo ago | |
| CIFAR-10-C 1.0 (test) | OpenMix | AUROC90.38 | 9 | 3mo ago | |
| CIFAR-10 LT | MoDEX | Misclassification AUPR91.9 | 8 | 8d ago |