DeepArc: Modularizing neural networks for the model maintenance

• Main Authors: REN, Xiaoning, LIN, Yun, XUE, Yinxing, LIU, Ruofan, SUN, Jun, FENG, Zhiyong, DONG, Jinsong
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: architecture; modularization; neural networks; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/9316; https://ink.library.smu.edu.sg/context/sis_research/article/10316/viewcontent/icse23_DeepArc_av.pdf
• Institution: Singapore Management University

Neural networks are an emerging data-driven programming paradigm widely used in many areas. Unlike traditional software systems consisting of decomposable modules, a neural network is usually delivered as a monolithic package, raising challenges for some maintenance tasks such as model restructure a...