Deep Reinforcement Learning With Explicit Context Representation

• Main Authors: Munguia-Galeano, Francisco, TAN, Ah-hwee, JI, Ze
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: Artificial intelligence; deep reinforcement learning (RL); machine learning (ML; neural networks; Q-learning (QL); Artificial Intelligence and Robotics; OS and Networks; Theory and Algorithms
• Online Access: https://ink.library.smu.edu.sg/sis_research/8471; https://ink.library.smu.edu.sg/context/sis_research/article/9474/viewcontent/DRL_explicit_av.pdf
• Institution: Singapore Management University

Though reinforcement learning (RL) has shown an outstanding capability for solving complex computational problems, most RL algorithms lack an explicit method that would allow learning from contextual information. On the other hand, humans often use context to identify patterns and relations among el...