Coverage-Guided Fuzzing for Feedforward Neural Networks

ASE, pp. 1162-1165, 2019.

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Abstract:

Deep neural network (DNN) has been widely applied to safety-critical scenarios such as autonomous vehicle, security surveillance, and cyber-physical control systems. Yet, the incorrect behaviors of DNNs can lead to severe accidents and tremendous losses due to hidden defects. In this paper, we present DeepHunter, a general-purpose fuzzing...More

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