QuoTe: Quality-oriented Testing for deep learning systems

• Main Authors: CHEN, Jialuo, WANG, Jingyi, MA, Xingjun, SUN, Youcheng, SUN, Jun, ZHANG, Peixin, CHENG, Peng
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Deep learning; testing; robustness; fairness; software debugging; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/7785; https://ink.library.smu.edu.sg/context/sis_research/article/8788/viewcontent/3582573_justAccepted.pdf
• Institution: Singapore Management University

Recently, there has been a significant growth of interest in applying software engineering techniques for the quality assurance of deep learning (DL) systems. One popular direction is deep learning testing, i.e., given a property of test, defects of DL systems are found either by fuzzing or guided s...