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Max-Margin Adversarial (MMA) Training: Direct Input Space Margin Maximization through Adversarial Training.
arXiv: Learning, (2019)
Adversarial robustness is determined by the data pointsu0027 margins, the distances in the input space from the data points to the decision boundary of the classifier. We study the connection between directly maximizing these margins and adversarial training. In particular, we show that these two different objectives have aligned gradient...More
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