Continual learning with neural networks

• Main Author: PHAM HONG QUANG
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Continual learning; deep learning; fast-and-slow learning; time series forecasting; Numerical Analysis and Scientific Computing; OS and Networks
• Online Access: https://ink.library.smu.edu.sg/etd_coll/449; https://ink.library.smu.edu.sg/context/etd_coll/article/1447/viewcontent/GPIS_AY2017_PhD_Pham_Hong_Quang.pdf
• Institution: Singapore Management University

Recent years have witnessed tremendous successes of artificial neural networks in many applications, ranging from visual perception to language understanding. However, such achievements have been mostly demonstrated on a large amount of labeled data that is static throughout learning. In contrast, r...