Toward Efficiently Evaluating the Robustness of Deep Neural Networks in IoT Systems: A GAN-Based Method

Tao Bai,Jun Zhao,Jinlin Zhu,Shoudong Han,Jiefeng Chen,Bo Li,Alex Kot

IEEE Internet of Things Journal（2022）

引用 7|浏览29

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摘要

Intelligent Internet of Things (IoT) systems based on deep neural networks (DNNs) have been widely deployed in the real world. However, DNNs are found to be vulnerable to adversarial examples, which raises people’s concerns about intelligent IoT systems’ reliability and security. Testing and evaluating the robustness of IoT systems become necessary and essential. Recently, various attacks and stra...

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关键词

Perturbation methods,Generative adversarial networks,Generators,Neural networks,Internet of Things,Training,Optimization

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