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Lower bounds on the robustness to adversarial perturbations

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Figure

Figure 1: Illustration of LeNet architecture. Image taken from Lecun et al. [1998].
Figure 2: Histograms of norms of adversarial perturbations found by FGS on MNIST and CIFAR-10 test sets
Figure 4: Histograms of the per-sample log-ratio between adversarial perturbation and lower bound for MNIST and CIFAR-10 test sets

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