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There is Limited Correlation between Coverage and Robustness for Deep Neural Networks

Nov 14, 2019
Yizhen Dong, Peixin Zhang, Jingyi Wang, Shuang Liu, Jun Sun, Jianye Hao, Xinyu Wang, Li Wang, Jin Song Dong, Dai Ting

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Adversarial Sample Detection for Deep Neural Network through Model Mutation Testing

Jan 18, 2019
Jingyi Wang, Guoliang Dong, Jun Sun, Xinyu Wang, Peixin Zhang

* Accepted by ICSE 2019 

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Detecting Adversarial Samples for Deep Neural Networks through Mutation Testing

May 17, 2018
Jingyi Wang, Jun Sun, Peixin Zhang, Xinyu Wang

* Sumitted to NIPS 2018 

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