ResearchBenchmarksLoss-Derived AUROC for OOD Detection on CIFAR-100Loss-Derived AUROC for OOD Detection on CIFAR-100Follow0.86AUROC (Log Loss)Ensemble0.827760.836130.84450.85287Dec 13, 2025Evaluation resultsMethodMethodLinksAUROC (Log Loss)AUROC (Brier Loss)AUROC (Zero-One Loss)EnsembleBackbone=ResNet18, In-...Backbone=ResNet18, In-Distribution=CIFAR-102025.120.860.8520.762LaplaceBackbone=ResNet18, In-...Backbone=ResNet18, In-Distribution=CIFAR-102025.120.8450.8360.808DropoutBackbone=ResNet18, In-...Backbone=ResNet18, In-Distribution=CIFAR-102025.120.8290.8220.702