CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10 Imbalance Ratio 10, Heteroskedastic Noise (val)
63.5Top-1 Acc (Noisy&Rare Cls.)
10
CIFAR-10 (test)
95.9Accuracy (Symm 0.2)
10
CIFAR Split
68.3Accuracy Transfer
10
CIFAR10 (test)
92.95Accuracy (0% Flip Noise)
10
CIFAR-100 (test)
70.65Accuracy (0% Noise)
10
CIFAR-10 (test)
92.95Accuracy (0% Noise)
10
CIFAR-10 ordered pixel-by-pixel
64.2Accuracy
10
CIFAR-10 sequential standard (test)
93.15Accuracy
10
CIFAR-100
0.433Average Gap
10
CIFAR-100 Practical Heterogeneity
59.89Accuracy
9
CIFAR-10 Practical Heterogeneity
89.78Accuracy
9
CIFAR-10 Pathological Heterogeneity
92.82Accuracy
9
CIFAR-100 (test)
62.8IIA
9
CIFAR-10 (test)
85.8IIA
9
CIFAR-10 (test)
86.5Test Accuracy (η_init=10^-3)
9
CIFAR-100
66.84Accuracy (Dir-0.6)
9
CIFAR-10
90.96Accuracy (Dir-0.6)
9
CIFAR-10 Late Stage (Rounds 21-50)
62.4Average Accuracy (All)
9
CIFAR-10
1ECE
9
CIFAR-10
92.1Accuracy
9
CIFAR-10 standard (test)
4.9Error Rate
9
CIFAR-100
0.988ToW
9
CIFAR-10
0.999ToW
9
CIFAR-10
90.22CA (BadNets)
9
CIFAR-100
92.17Accuracy
9