Multi-agent dueling Q-learning with mean field and value decomposition

• Main Authors: Ding, Shifei, Du, Wei, Ding, Ling, Guo, Lili, Zhang, Jian, An, Bo
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Computer science and engineering; Value Decomposition; Mixed Cooperative-Competitive Task
• Online Access: https://hdl.handle.net/10356/172040
• Institution: Nanyang Technological University

A great deal of multi agent reinforcement learning(MARL) work has investigated how multiple agents effectively accomplish cooperative tasks utilizing value function decomposition methods. However, existing value decomposition methods can only handle cooperative tasks with shared reward, due to these...