CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10 4-way sharded
58.3Accuracy
14
CIFAR-10 8-way Non-IID
78.9Test Accuracy
14
CIFAR-10 standard (test)
89.75Accuracy
14
CIFAR10 Dirichlet
66.71Accuracy
14
CIFAR100 (Shards)
1RES
14
CIFAR100 (Dirichlet)
1Robustness Score (RES)
14
CIFAR100 IID
100RES
14
CIFAR10 (Shards)
1RES
14
CIFAR10 (Dirichlet)
1RES
14
CIFAR-100
35.9Mean Accuracy
14
CIFAR-100 (In-distribution) vs Textures (OOD)
26.82FPR95
14
CIFAR100 (val test)
78.23CMC Top-1
14
CIFAR-100 (test)
77.9Near-OOD AUROC
14
CIFAR-100-LT Reversed Distribution (γu = 1/10) (test)
63.5Accuracy
14
CIFAR-100-LT Uniform Distribution (γu = 1) (test)
68Accuracy
14
CIFAR-10 5000-sample half seed 42 (test)
0.008ECE
14
CIFAR-100 low-resolution (test)
72.57Accuracy
14
CIFAR-10 low-resolution (test)
94.93Accuracy
14
CIFAR100 single-class forgetting (test)
51.13MBS
14
CIFAR-10 Class Unlearning (Drt)
98.72Accuracy (Drt)
14
CIFAR-10 Class Unlearning (Df)
100Accuracy
14
CIFAR-10 Class Unlearning (Dr)
100Accuracy
14
CIFAR-10 Sample Unlearning (Dt)
98.74Accuracy
14
CIFAR-10 Sample Unlearning (Df)
100Accuracy
14
CIFAR-10 → CIFAR-100
90.3AUPR (Aleatoric)
14