CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10 (test)
100Acc (0% Noise)
5
Cifar-10 Non-IID
57.6Convergence Accuracy
5
CIFAR10
65Certified Accuracy (%) (Rotation 10)
5
CIFAR-10 SIREN encoded (test)
0.019MSE
5
CIFAR-10 standard (test)
99.95ASR
5
CIFAR-100 (Dirichlet α = 0.1)
0.74Average Pearson Correlation
5
CIFAR-100 Step Label Skew
0.94Avg Pearson Correlation
5
CIFAR-100 Only Label Skew
0.9Average PCC
5
CIFAR-10 (Dirichlet α = 0.1)
0.8Average Pearson Correlation
5
CIFAR-10
0.95Average Pearson Correlation
5
CIFAR-10 Step Label Skew
0.97Average PCC
5
CIFAR-10 Only Label Skew
0.97Average Pearson Correlation
5
CIFAR-100 Dirichlet (α = 0.01)
36.33Accuracy
5
CIFAR-100 Dirichlet (α = 0.1)
40.45Accuracy
5
CIFAR-100 Only Label Skew
35.78Accuracy
5
CIFAR-10 Dirichlet (α = 0.01)
67.14Accuracy
5
CIFAR-10
1.336TDI@0
5
CIFAR-100 (test)
1.929Average Latency (s)
5
CIFAR-100
1.4Training Time
5
CIFAR-10 Roofnet topology
170,688Convergence Time (slots)
5
CIFAR-100
78.8Logit Flipping Robustness
5
CIFAR-10
67.6Logit Flipping Accuracy
5
CIFAR-100 alpha = 6
76.6FAA
5
CIFAR-10
5.71FID
5
CIFAR-10-C Gaussian Noise (test)
74.82Accuracy
5