Multi-agent reinforcement learning for complex sequential decision-making

• Main Author: Qiu, Wei
• Other Authors: Bo An
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence
• Online Access: https://hdl.handle.net/10356/173035
• Institution: Nanyang Technological University

Many tasks involve multiple agents and require sequential decision-making policies to achieve common goals, such as football games, real-time strategy games, and traffic light control in the road network. To obtain the policies of all agents, these problems can be modeled as multi-agent systems and...