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Towards Characterizing Adversarial Defects of Deep Learning Software from the Lens of Uncertainty

Apr 24, 2020
Xiyue Zhang, Xiaofei Xie, Lei Ma, Xiaoning Du, Qiang Hu, Yang Liu, Jianjun Zhao, Meng Sun

* 13 pages 

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Who is Real Bob? Adversarial Attacks on Speaker Recognition Systems

Nov 03, 2019
Guangke Chen, Sen Chen, Lingling Fan, Xiaoning Du, Zhe Zhao, Fu Song, Yang Liu


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Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks

Sep 08, 2019
Yaqin Zhou, Shangqing Liu, Jingkai Siow, Xiaoning Du, Yang Liu

* accepted by NeurIPS 2019 

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DeepCruiser: Automated Guided Testing for Stateful Deep Learning Systems

Dec 13, 2018
Xiaoning Du, Xiaofei Xie, Yi Li, Lei Ma, Jianjun Zhao, Yang Liu


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