Adaptive Adversarial Logits Pairing

25 May 2020Shangxi WuJitao SangKaiyuan XuGuanhua ZhengChangsheng Xu

Adversarial examples provide an opportunity as well as impose a challenge for understanding image classification systems. Based on the analysis of state-of-the-art defense solution Adversarial Logits Pairing (ALP), we observed in this work that: (1) The inference of adversarially robust models tends to rely on fewer high-contribution features compared with vulnerable ones... (read more)

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