Continual learning, fast and slow

• Main Authors: PHAM, Quang Anh, LIU, Chenghao, HOI, Steven C. H.
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Continual learning; fast and slow learning; Artificial Intelligence and Robotics; Theory and Algorithms
• Online Access: https://ink.library.smu.edu.sg/sis_research/8619; https://ink.library.smu.edu.sg/context/sis_research/article/9622/viewcontent/2209.02370_av.pdf
• Institution: Singapore Management University

According to the Complementary Learning Systems (CLS) theory (McClelland et al. 1995) in neuroscience, humans do effective continual learning through two complementary systems: a fast learning system centered on the hippocampus for rapid learning of the specifics, individual experiences; and a slow...