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Pei, Kexin
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DeepXplore: automated whitebox testing of deep learning systems
Pei K., Cao Y., Yang J., Jana S. Communications of the ACM 62(11): 137-145, 2019. Type: Article
Many of us use trustworthy electronic systems, from self-driving car owners to online bankers and shoppers. How should real-life computer systems be methodically tested for nearly all potential faults and malware threats, to instill co...
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Jan 12 2021
DeepTest: automated testing of deep-neural-network-driven autonomous cars
Tian Y., Pei K., Jana S., Ray B. ICSE 2018 (Proceedings of the 40th International Conference on Software Engineering, Gothenburg, Sweden, May 27-Jun 3, 2018) 303-314, 2018. Type: Proceedings
A very promising and well-argued account, this paper presents a novel approach to systematically testing and automatically detecting erroneous behaviors in deep neural network (DNN)-driven vehicles....
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Jun 23 2020
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