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Adversarial Examples and the Challenge of Exponential Misalignment

"Solving adversarial examples requires solving exponential misalignment" This paper argues that adversarial examples may happen because neural nets treat “cat”, “dog”, etc. as huge regions of image space, including many weird, non-human-looking inputs, so tiny edits can flip

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