CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10
87.6Loss Score
2
CIFAR-10
2.04RMSE
2
CIFAR-10
0.888Pre-transition Loss (Ep. 19)
2
CIFAR-4
49.4MA
2
CIFAR10-LT 1.0 (test)
70.29Accuracy
2
CIFAR-100 Noisy environment (Evaluation set)
83.5Accuracy
2
CIFAR-100 Clean environment (test)
96.9Accuracy
2
CIFAR-100 (forget set (Df))
100Unlearning Score
2
CIFAR-100 (retention set (Dr))
99.98Accuracy
2
CIFAR-10 (test)
39.06PGD Robustness
2
CIFAR-100
0.93Proof Generation Time (s)
2
CIFAR-10 (test)
96.1Accuracy
2
CIFAR-100-C Covariate Shift
46.8Accuracy
2
CIFAR-10
68Clean Accuracy
2
CIFAR-10
-58.4Delta MSE (%)
2
CIFAR-10 (IND) + CIFAR-100 (OOD) (test)
92.51Accuracy
2
CIFAR-10
19.66FID
2
CIFAR-10/100 (test)
15.56Gain
2
CIFAR100
66.5Mean Accuracy
2
CIFAR10
91.4Accuracy (Mean)
2
CIFAR-10 (test)
99.07SSIM
2
CIFAR-10
32.75PSNR (dB)
2
sCIFAR
80.94Top-1 Accuracy
2
CIFAR-10 (test)
65.41Accuracy (FGSM)
2
CIFAR100-C Dynamic Stream
3.8ECE
2