Using layer-wise feature paths and class-centered paths, the paper reports 44.17% and 46.1% adversarial accuracy on CIFAR-10 for ResNet-20 and ResNet-18, respectively, without adversarial training.
Intriguing properties of neural networks.Computer Science, 2013
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Are classical deep neural networks weakly adversarially robust?
Using layer-wise feature paths and class-centered paths, the paper reports 44.17% and 46.1% adversarial accuracy on CIFAR-10 for ResNet-20 and ResNet-18, respectively, without adversarial training.