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Continual Adversarial Defense
March 14, 2024, 4:11 a.m. | Qian Wang, Yaoyao Liu, Hefei Ling, Yingwei Li, Qihao Liu, Ping Li, Jiazhong Chen, Alan Yuille, Ning Yu
cs.CR updates on arXiv.org arxiv.org
Abstract: In response to the rapidly evolving nature of adversarial attacks against visual classifiers on a monthly basis, numerous defenses have been proposed to generalize against as many known attacks as possible. However, designing a defense method that generalizes to all types of attacks is not realistic because the environment in which defense systems operate is dynamic and comprises various unique attacks that emerge as time goes on. The defense system must gather online few-shot defense …
adversarial adversarial attacks arxiv attacks cs.cr cs.cv cs.lg defense defenses environment evolving nature nature response types
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