How are deep learning models similar? An empirical study on clone analysis of deep learning software

• Main Authors: WU, Xiongfei, QIN, Liangyu, YU, Bing, XIE, Xiaofei, MA, Lei, XUE, Yinxing, LIU, Yang, ZHAO, Jianjun
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2020
• Subjects: code clone detection; deep learning; model similarity; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/7111; https://ink.library.smu.edu.sg/context/sis_research/article/8114/viewcontent/3387904.3389254.pdf
• Institution: Singapore Management University

Deep learning (DL) has been successfully applied to many cutting-edge applications, e.g., image processing, speech recognition, and natural language processing. As more and more DL software is made open-sourced, publicly available, and organized in model repositories and stores (Model Zoo, ModelDepo...