Improving Hierarchical Adversarial Robustness of Deep Neural Networks

Do all adversarial examples have the same consequences? An autonomous driving system misclassifying a pedestrian as a car may induce a far more dangerous -- and even potentially lethal -- behavior than, for instance, a car as a bus. In order to better tackle this important problematic, we introduce...

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Hauptverfasser: Ma, Avery, Virmaux, Aladin, Scaman, Kevin, Lu, Juwei
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Sprache:eng
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