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In summary: the key point is that it the complexity of the input space that matters for the adversarial examples, whereas we normally spend all our effort worrying about the complexity of the solution we learning. We can expect less complex solutions to generalise better, but only over examples drawn from the same distribution as the training data. Adversarial examples aren drawn from that distribution..

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