NPC: Neuron path coverage via characterizing decision logic of deep neural networks

• Main Authors: XIE, Xiaofei, LI, Tianlin, WANG, Jian, MA, Lei, GUO, Qing, JUEFEI-XU, Felix, LIU, Yang
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Deep Learning Testing; Testing Coverage Criteria; Model Interpretation; OS and Networks; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/7192; https://ink.library.smu.edu.sg/context/sis_research/article/8195/viewcontent/2203.12915.pdf
• Institution: Singapore Management University

Deep learning has recently been widely applied to many applications across different domains, e.g., image classification and audio recognition. However, the quality of Deep Neural Networks (DNNs) still raises concerns in the practical operational environment, which calls for systematic testing, espe...