RobOT: Robustness-oriented testing for deep learning systems

• Main Authors: WANG, Jingyi, CHEN, Jialuo, SUN, Youcheng, MA, Xingjun, WANG, Dongxia, SUN, Jun, CHENG, Peng
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2021
• Subjects: Measurement; Deep learning; Benchmark testing; Robustness; Robots; Software engineering; Convergence; Numerical Analysis and Scientific Computing; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/6056; https://ink.library.smu.edu.sg/context/sis_research/article/7059/viewcontent/sample_sigconf.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, where adversarial examples (a.k.a. bugs) of DL systems are found either by fuzzing or guided...