DeepMutation++: A mutation testing framework for deep learning systems

• Main Authors: HU, Qiang, MA, Lei, XIE, Xiaofei, YU, Bing, LIU, Yang, ZHAO, Jianjun
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2019
• Subjects: OS and Networks; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/7071; https://ink.library.smu.edu.sg/context/sis_research/article/8074/viewcontent/ASE.2019.00126.pdf
• Institution: Singapore Management University

Deep neural networks (DNNs) are increasingly expanding their real-world applications across domains, e.g., image processing, speech recognition and natural language processing. However, there is still limited tool support for DNN testing in terms of test data quality and model robustness. In this pa...