Continual learning via inter-task synaptic mapping

• Main Authors: Mao, Fubing, Weng, Weiwei, Pratama, Mahardhika, Yee, Edward Yapp Kien
• 其他作者: School of Computer Science and Engineering
• 格式: Article
• 語言: English
• 出版: 2022
• 主題: Engineering::Computer science and engineering; Continual Learning; Lifelong Learning
• 在線閱讀: https://hdl.handle.net/10356/160691

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...