Neuron sensitivity guided test case selection

• Main Authors: HUANG, Dong, BU, Qingwen, FU, Yichao, QING, Yuhao, XIE, Xiaofei, CHEN, Junjie, CUI, Heming
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Deep learning testing; neuron sensitivity; model interpretation; OS and Networks; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/9091; https://ink.library.smu.edu.sg/context/sis_research/article/10094/viewcontent/3672454.pdf
• Institution: Singapore Management University

Deep Neural Networks (DNNs) have been widely deployed in software to address various tasks (e.g., autonomous driving, medical diagnosis). However, they can also produce incorrect behaviors that result in financial losses and even threaten human safety. To reveal and repair incorrect behaviors in DNN...