Improving feature generalizability with multitask learning in class incremental learning

• المؤلفون الرئيسيون: MA, Dong, TANG, Chi Ian, MASCOLO, Cecilia
• التنسيق: text
• اللغة: English
• منشور في: Institutional Knowledge at Singapore Management University 2022
• الموضوعات: Class Incremental Learning; Continual Learning; Multitask Learning; Keyword Spotting; Artificial Intelligence and Robotics; Computer Engineering
• الوصول للمادة أونلاين: https://ink.library.smu.edu.sg/sis_research/7305; https://ink.library.smu.edu.sg/context/sis_research/article/8308/viewcontent/2204.12915.pdf
• المؤسسة: Singapore Management University

Many deep learning applications, like keyword spotting [1], [2], require the incorporation of new concepts (classes) over time, referred to as Class Incremental Learning (CIL). The major challenge in CIL is catastrophic forgetting, i.e., preserving as much of the old knowledge as possible while lear...