Audee: Automated testing for deep learning frameworks

• المؤلفون الرئيسيون: GUO, Qianyu, XIE, Xiaofei, LI, Yi, ZHANG, Xiaoyu, LIU, Yang, LI, Xiaohong, SHEN, Chao
• التنسيق: text
• اللغة: English
• منشور في: Institutional Knowledge at Singapore Management University 2020
• الموضوعات: Deep learning frameworks; Deep learning testing; Bug detection; OS and Networks; Software Engineering
• الوصول للمادة أونلاين: https://ink.library.smu.edu.sg/sis_research/7077; https://ink.library.smu.edu.sg/context/sis_research/article/8080/viewcontent/3324884.3416571.pdf
• المؤسسة: 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...