Audee: Automated testing for deep learning frameworks

• Main Authors: GUO, Qianyu, XIE, Xiaofei, LI, Yi, ZHANG, Xiaoyu, LIU, Yang, LI, Xiaohong, SHEN, Chao
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2020
• Subjects: Deep learning frameworks; Deep learning testing; Bug detection; OS and Networks; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/7077; https://ink.library.smu.edu.sg/context/sis_research/article/8080/viewcontent/3324884.3416571.pdf
• Institution: Singapore Management University

Deep learning (DL) has been applied widely, and the quality of DL system becomes crucial, especially for safety-critical applications. Existing work mainly focuses on the quality analysis of DL models, but lacks attention to the underlying frameworks on which all DL models depend. In this work, we p...