Deep learning, reinforcement learning, and world models

• Published in: Neural networks Vol. 152; pp. 267 - 275
• Main Authors: Matsuo, Yutaka, LeCun, Yann, Sahani, Maneesh, Precup, Doina, Silver, David, Sugiyama, Masashi, Uchibe, Eiji, Morimoto, Jun
• Format: Journal Article
• Language: English
• Published: United States Elsevier Ltd 01.08.2022
• Subjects: Artificial intelligence; Deep learning; Machine learning; Reinforcement learning; World models; Deep learning; World models; Artificial intelligence; Reinforcement learning; Machine learning

Deep learning (DL) and reinforcement learning (RL) methods seem to be a part of indispensable factors to achieve human-level or super-human AI systems. On the other hand, both DL and RL have strong connections with our brain functions and with neuroscientific findings. In this review, we summarize t...