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On the Effectiveness of Low Frequency Perturbations.
IJCAI, (2019): 3389-3396
Carefully crafted, often imperceptible, adversarial perturbations have been shown to cause state-of-the-art models to yield extremely inaccurate outputs, rendering them unsuitable for safety-critical application domains. In addition, recent work has shown that constraining the attack space to a low frequency regime is particularly effecti...More
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