CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10
10.36FID
6
CIFAR-10 5x5 trigger
1.24ASR
6
CIFAR-10
93.32Clean Accuracy
6
CIFAR-10
70.4Accuracy
6
CIFAR-10
59.2Accuracy
6
CIFAR-100
94.8AUC (LSUN)
6
CIFAR-100
55.34FGSM Error Rate (%)
6
CIFAR10
95.16Accuracy
6
CIFAR-100 Correlated Split
50.21Avg. Accuracy
6
CIFAR-100
90Coverage (alpha=0.1)
6
CIFAR-100
81.5Additive Top-1 Acc
6
CIFAR10
0.018MIDPUT Confidence
6
CIFAR-10-LT (ρ = 0.01)
85.99AUPR (Confidence)
6
CIFAR-100 10 tasks
69.9Average Novelty
6
CIFAR-100 5 tasks
69.9AN
6
CIFAR-10 clean standard (test)
13.35Abstain Rate (s=0.25)
6
CIFAR10 to CIFAR100 natural shift (target)
18.588Accuracy
6
CIFAR100 to CIFAR10 natural shift target
0.566Accuracy
6
CIFAR-10 (evaluation)
0.956Accuracy
6
CIFAR-10
90.6Accuracy
6
CIFAR-10 airplane (test)
25.833Graph Smoothness
6
CIFAR-10
88.89Verified Accuracy
6
CIFAR100 Dirichlet α=0.2 (test)
36.21Accuracy
6
CIFAR-10 (test)
88.82Accuracy (Natural)
6
CIFAR100 (test)
0.703Acc (Sev 0)
6