CIFAR10
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR10 NID1, α=0.5
89.56Accuracy
9
CIFAR10 NID1, α=0.2
85.98Accuracy
9
CIFAR10 DVS
84Accuracy
9
CIFAR10 (test)
98.82Accuracy (Acc)
9
CIFAR10C level 5
0.09Error Rate
9
CIFAR10 original (test)
96.39SA
9
CIFAR10 gamma=100 (test)
77.4Accuracy
9
CIFAR10 Pathological Non-IID
86.08Accuracy
8
CIFAR10 2 Source Mixtures (test)
20.38PSNR
8
CIFAR10
96.93Top-1 Accuracy
8
CIFAR10 (210 77)
98.1TPR
8
CIFAR10 2-client rotation setting (test)
9.166Hypervolume (Loss)
8
CIFAR10-C (test)
14.15Error Rate
8
CIFAR10 IID
0.909Accuracy
8
Corrupted-CIFAR10 unbiased rho=0.98 (test)
50.53Accuracy
8
Corrupted-CIFAR10 rho=0.99 (unbiased test)
42.44Accuracy
8
CIFAR10 (test)
90.67Communication Rounds (Acc=75%)
8
CIFAR10-DVS (test)
82.5Clean Accuracy
8
CIFAR10 LT (test)
92.87AUROC
8
CIFAR10 (test)
89.79Accuracy
8
CIFAR10 Pair (test)
1.47Loss
8
CIFAR10
7.61FID
8
CIFAR10C 30% bias-conflicting ratio (test)
68.13Accuracy
8
CIFAR10C 20% bias-conflicting ratio (test)
66.67Accuracy
8
CIFAR10 (test)
41.1Accuracy (alpha=0.02)
8