| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Cola | ALIEN | ROC-AUC81.6 | 31 | 11d ago | |
| CIFAR-10 | OpenMix | AUROC94.81 | 28 | 1mo ago | |
| SMS Spam class | AUROC0.982 | 27 | 1mo ago | ||
| CIFAR-100 | ODIN | AURC167.53 | 27 | 1mo ago | |
| SMS Non-Spam class | AUROC0.9369 | 26 | 1mo ago | ||
| MNIST (test) | Softmax Baseline | AUROC0.97 | 13 | 1mo ago | |
| Fashion-MNIST (test) | MC-Dropout | ROC-AUC0.818 | 12 | 1mo ago | |
| GEmot | ALIEN | ROC AUC68.2 | 11 | 11d ago | |
| CIFAR-100 (test) | D_alpha | AUROC88.2 | 11 | 1mo ago | |
| CIFAR-10 (test) | D_alpha | AUROC95.2 | 11 | 1mo ago | |
| YELP | ALIEN | ROC-AUC88.5 | 10 | 11d ago | |
| Tox | ALIEN | ROC-AUC81.6 | 10 | 11d ago | |
| SST5 | ALIEN | ROC-AUC63.9 | 10 | 11d ago | |
| News | ALIEN | ROC-AUC (Misclassification Detection)88.8 | 10 | 11d ago | |
| IMDB | ALIEN | ROC-AUC89.1 | 10 | 11d ago | |
| SVHN (test) | D_alpha | AUROC (%)93 | 10 | 1mo ago | |
| Tiny ImageNet (test) | D_alpha | AUROC86.1 | 10 | 1mo ago | |
| HAM10000 | CUPID Epistemic | AUC85.5 | 9 | 1mo ago | |
| GL V2 | CUPID Aleatoric | AUC87 | 9 | 1mo ago | |
| CIFAR-100-C 1.0 (test) | OpenMix | AUROC84.05 | 9 | 1mo ago | |
| CIFAR-10-C 1.0 (test) | OpenMix | AUROC90.38 | 9 | 1mo ago | |
| DMNIST | F-EDL | AUPR (Conf)96.17 | 8 | 1mo ago | |
| wnut 2017 (test) | ALIEN | ROC-AUC0.911 | 7 | 11d ago | |
| conll 2003 (test) | ALIEN | ROC-AUC89.6 | 7 | 11d ago | |
| ImageNet-1K (val) | sample difficulty-aware entropy regularization | FPR@95% (MSP)45.69 | 7 | 1mo ago |
