CIFAR-10
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10 Type-I 35% Polynomial Margin Diminishing Noise 1.0 (test)
94.72Accuracy
6
CIFAR-10 Sequential
1.24Forgetting
6
CIFAR-10 (test)
33.16Standard Error
6
CIFAR-10 IAB-all attack clean data 10% (train)
94.1Accuracy
6
CIFAR-10 (test)
89.83Acc (Uniform η=0.2)
6
CIFAR-10 (test)
6.1Directional Sharpness Ratio
5
CIFAR-10
98.37Raw Accuracy
5
CIFAR-10 (test)
14.63Test Error
5
Unlearnable CIFAR-10 Synthetic (test)
91.75Accuracy
5
CIFAR-10 Dir. (0.01)
64.37Accuracy
5
CIFAR-10 airplane class (test)
7ASR
5
CIFAR-10 (val)
0.476Loss
5
CIFAR-10 N=105 ckpt-sev C
0.265Spearman Correlation (ρ)
5
CIFAR-10-C
0.265Spearman Rho
5
CIFAR-10 Targeted 25% Noise (test)
84.04Test Accuracy
5
CIFAR-10 Targeted 10% Noise (test)
87.87Accuracy
5
CIFAR-10 (val)
76Validity Rate
5
CIFAR-10 Step Label Skew
82.35Accuracy
5
CIFAR-10 Only Label Skew
69.43Accuracy
5
CIFAR-10 RG topology
179,712Convergence Time (slots)
5
CIFAR-10 (Ship)
92.86PUL (%)
5
CIFAR-10 (1% shadow db)
51.57SIA Success Rate
5
CIFAR-10 (rho=0.01) vs SVHN LT (test)
71.62AUROC
5
CIFAR-10-LT (rho=0.1) vs SVHN (test)
89.22AUROC
5
CIFAR-10 (test)
69.7Fitness
5