Integrating knowledge compilation with reinforcement learning for routes

• Main Authors: LING, Jiajing, CHANDAK, Kushagra, KUMAR, Akshat
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2021
• Subjects: Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/6898; https://ink.library.smu.edu.sg/context/sis_research/article/7901/viewcontent/Integrating_Knowledge_Compilation_with_Reinforcement_Learning_for_Routes.pdf
• Institution: Singapore Management University

Sequential multiagent decision-making under partial observability and uncertainty poses several challenges. Although multiagent reinforcement learning (MARL) approaches have increased the scalability, addressing combinatorial domains is still challenging as random exploration by agents is unlikely t...