Inverse factorized soft Q-Learning for cooperative multi-agent imitation learning

• Main Authors: BUI, The Viet, MAI, Tien, NGUYEN, Thanh
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Imitation learning; Multi-agent systems; soft-Q learning; Artificial Intelligence and Robotics; Computer Sciences
• Online Access: https://ink.library.smu.edu.sg/sis_research/9818; https://ink.library.smu.edu.sg/context/sis_research/article/10818/viewcontent/NeurIPS2024___Multi_agent_Inverse_Q_learning_for_imitation_6.pdf
• Institution: Singapore Management University

This paper concerns imitation learning (IL) in cooperative multi-agent systems.The learning problem under consideration poses several challenges, characterized by high-dimensional state and action spaces and intricate inter-agent dependencies. In a single-agent setting, IL was shown to be done effic...