CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10
87.24Standard Accuracy
9
CIFAR-100
1.33Loss
9
CIFAR10 pixel-space
2.6FID
9
CIFAR-100 High-budget regime, cycles 14-20
79.7AULC
9
CIFAR-10 High-budget regime cycles 14-20
95.1AULC
9
CIFAR-100 (test)
77.3Accuracy (Symmetric 20%)
9
CIFAR-10
0.248OOD UCE
9
CIFAR-100
76.9AULC
9
CIFAR-100 (test)
4.4Accuracy Drop
9
CIFAR-10
92.15Seen Accuracy (S.Acc)
9
CIFAR-100 Luminance Shifted
51.34Error Rate
9
CIFAR-10 Luminance Shifted
25.33Classification Error
9
CIFAR-100 Saturation Shifted
43.13Error Rate
9
CIFAR-10 non-i.i.d. with symmetric noise
86.52Test Accuracy (ρ=0.4, τ=0.5)
9
CIFAR-100
6.7Memory Usage (GB)
9
CIFAR-100
78.48Top-1 Accuracy
9
CIFAR-100 Dirichlet beta=0.1
46.46Accuracy
9
CIFAR-10 Dirichlet beta=0.6
84.1Accuracy
9
CIFAR-10 (test)
87.97Natural Accuracy
9
CIFAR-10 (test)
93.3Accuracy (Natural)
9
CIFAR-10 Pathological-2 (test)
91.83Test Accuracy
9
CIFAR-100
70.7Top-1 Accuracy
9
CIFAR-10 (unseen classes 5-9)
78.76Accuracy
9
CIFAR100 17 (test)
90Coverage
9
CIFAR-10 Random Forget (50%)
100Unlearn Acc
9