Coverage-guided fuzzing for feedforward neural networks

• Main Authors: XIE, Xiaofei, CHEN, Hongxu, LI, Yi, MA, Lei, LIU, Yang, ZHAO, Jianjun
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2019
• Subjects: Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/7067; https://ink.library.smu.edu.sg/context/sis_research/article/8070/viewcontent/ASE.2019.00127.pdf
• Institution: Singapore Management University

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 prese...