Continual learning via inter-task synaptic mapping

• Main Authors: Mao, Fubing, Weng, Weiwei, Pratama, Mahardhika, Yee, Edward Yapp Kien
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2022
• Subjects: Engineering::Computer science and engineering; Continual Learning; Lifelong Learning
• Online Access: https://hdl.handle.net/10356/160691
• Institution: Nanyang Technological University

Learning from streaming tasks leads a model to catastrophically erase unique experiences it absorbs from previous episodes. While regularization techniques such as LWF, SI, EWC have proven themselves as an effective avenue to overcome this issue by constraining important parameters of old tasks f...