Hybrid Batch Attacks: Finding Black-box Adversarial Examples with Limited Queries

19 Aug 2019Fnu SuyaJianfeng ChiDavid EvansYuan Tian

In a black-box setting, the adversary only has API access to the target model and each query is expensive. Prior work on black-box adversarial examples follows one of two main strategies: (1) transfer attacks use white-box attacks on local models to find candidate adversarial examples that transfer to the target model, and (2) optimization-based attacks use queries to the target model and apply optimization techniques to search for adversarial examples... (read more)

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