CIFAR-10
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10 (test)
95.8Accuracy (Sym. 20%)
10
CIFAR-10 NAS-Bench-101 (val)
95.06Accuracy
10
CIFAR-10 Asymmetric Noise, ε=0.2 (test)
90.49Accuracy
10
CIFAR-10 Superpixels (Unseen Graph)
71.03Accuracy
10
CIFAR-10 standard (train)
100Accuracy
10
Cifar-10 17 (test)
90.2Accuracy (alpha=1.0)
10
CIFAR-10 non-IID (test)
72.68Tail Accuracy
9
CIFAR-10 adv
4.9Overall Error Rate
9
CIFAR-10 (test)
93.69Accuracy
9
CIFAR-10 (test)
93.69Accuracy
9
CIFAR-10
0.155Attribution Value
9
CIFAR-10 IID (test)
92.04CBA MTA
9
CIFAR-10 Non-I.I.D-Dirichlet 0.3 partition
82.04Accuracy (Sym, phi=0.6)
9
CIFAR-10 clean standard (test)
93.55Accuracy
9
CIFAR-10 (test)
1.42Accuracy Drop
9
CIFAR-10 Saturation Shifted
11.59Classification Error
9
CIFAR-10 (test)
85.85Accuracy (rho=0.4, zeta=0.8)
9
CIFAR-10 Random Forget (10%)
99.25Unlearn Accuracy
9
CIFAR-10 Dir(0.01), 50 clients, 20% participation
72.74Accuracy (SQ 4bit)
9
CIFAR-10
72.23SVHN OOD Score
9
CIFAR-10 gamma=3 (Pathological)
74.46Accuracy
9
CIFAR-10 Dirichlet beta=0.1
0.766Accuracy
9
CIFAR-10-LT SADE Setting (test)
92.13Forward LT 100 Accuracy
9
CIFAR-10-LT Backward-LT
89.39Accuracy (Metric 1)
9
CIFAR-10-C Severity 1-5
87.88Accuracy
9