CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10 (test)
81Clean Accuracy
4
CIFAR10 (test)
84.6Accuracy (Clean)
4
CIFAR10
92.28Accuracy
4
CIFAR-10
133.14Training Time (s)
4
CIFAR-100
28.6PGD Accuracy
4
CIFAR100
56.11Accuracy
4
CIFAR-100
60.78Top-1 Accuracy
4
CIFAR-100
92.53Accuracy
4
CIFAR-10 TensorClog (test)
90.01Accuracy
4
CIFAR-10 REM (test)
86.21Accuracy
4
CIFAR-10 SEP (test)
88.27Test Accuracy
4
CIFAR-10 OPS (test)
88.1Test Accuracy
4
CIFAR-10 Autoregressive (test)
85.66Test Accuracy
4
CIFAR-10 Synthetic (test)
88.49Test Accuracy
4
CIFAR-100 C (test)
93.47ASR
4
CIFAR-10 alpha=0.1, Cold-Start (test)
89.8Client 1 Accuracy
4
CIFAR-10
33.21ASR (L-inf, eps=4/255)
4
sCIFAR-10
53.1Performance Metric (Fold 1)
4
CIFAR100
100DLTSR
4
CIFAR-10 noisy-client
27.27Final Accuracy
4
CIFAR-10 Strong Non-IID Dirichlet 0.1
23.43Final Accuracy
4
CIFAR10
23Error Rate
4
CIFAR100
52.1MIA Accuracy (SGD)
4
CIFAR10
59.6MIA Accuracy (SGD)
4
CIFAR100
0.274Average Running Time (s)
4