33 citations · 38 across the 2 of their papers we have counts for
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cs.SE2020★ 5 cited
Towards Characterizing Adversarial Defects of Deep Learning Software from the Lens of Uncertainty
Xiyue Zhang, Xiaofei Xie, Lei Ma +5
Over the past decade, deep learning (DL) has been successfully applied to many industrial domain-specific tasks. However, the current state-of-the-art DL software still suffers fro…
cs.SE2018★ 33 cited
DeepCruiser: Automated Guided Testing for Stateful Deep Learning Systems
Xiaoning Du, Xiaofei Xie, Yi Li +3
Deep learning (DL) defines a data-driven programming paradigm that automatically composes the system decision logic from the training data. In company with the data explosion and h…
cs.SE2018
Combinatorial Testing for Deep Learning Systems
Lei Ma, Fuyuan Zhang, Minhui Xue +4
Deep learning (DL) has achieved remarkable progress over the past decade and been widely applied to many safety-critical applications. However, the robustness of DL systems recentl…