Table 7 Test accuracy on CIFAR10 (\(\%\)) when attacking the GCCS (bold) and cross-entropy (No defence) models with SPSA [34] with parameters (BS, IT) and fixed perturbation strength \(\epsilon = 0.02\)
From: Gaussian class-conditional simplex loss for accurate, adversarially robust deep classifier training
IT / BS | 512 | 1024 | 2048 | 8192 |
|---|---|---|---|---|
50 | 58.57 | 57.89 | 57.49 | 57.01 |
22.85 | 21.81 | 21.07 | 20.46 | |
100 | 58.32 | 57.80 | 57.29 | 56.89 |
22.74 | 21.70 | 21.01 | 20.39 |