Adversarial Spheres

arxiv.org

Ian Goodfellow et al. further investigated adversarial examples by studying a simple synthetic dataset of classifying between two concentric high dimensional spheres. They conclude that the vulnerability of neural networks to small adversarial perturbations is a logical consequence of the amount of test error observed.

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