CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10 Pathological partition (test)
110Communication Rounds
29
CIFAR-10 (full)
98.7Top-1 Acc
29
CIFAR-10 (test)
96.05Accuracy
29
CIFAR-100-LT gamma=50 (test)
57.8Accuracy
29
CIFAR-100 (test)
80.86Top-1 Accuracy
29
CIFAR-10 class-conditional
1.3FID
29
CIFAR-100 Clean standard (test)
69.64Accuracy
28
CIFAR-10 standard (test)
4.73Clean AUGRC
28
CIFAR-10-C standard (test)
81.37Corruption Accuracy
28
CIFAR10
70TPR @ 0.1% FPR
28
CIFAR-100
2.54Inference Wall-Clock Time (s)
28
CIFAR-10
2.55Inference Time (s)
28
CIFAR10 (test)
99Mean Score
28
CIFAR100
99.99BSC
28
CIFAR10
99.66BSC
28
CIFAR100
1.43MBG
28
CIFAR10
51.16MBG
28
CIFAR100
78.01Retain Accuracy
28
CIFAR-100
1.05AdaECE
28
CIFAR-10
0.51AdaECE
28
CIFAR-10 C2→C0
57.9Accuracy
28
CIFAR-10 C0→C2
58.8Accuracy
28
CIFAR-10 C1→C0
57.8Accuracy
28
CIFAR-10 C0→C1
58.7Accuracy
28
CIFAR-10-C
83.6Accuracy (Noise)
28