2 papers
cs.MA2024
Subgoal-based Hierarchical Reinforcement Learning for Multi-Agent Collaboration
Cheng Xu, Changtian Zhang, Yuchen Shi +4
Recent advancements in reinforcement learning have made significant impacts across various domains, yet they often struggle in complex multi-agent environments due to issues like a…
cs.RO2024
Dynamic Deep Factor Graph for Multi-Agent Reinforcement Learning
Yuchen Shi, Shihong Duan, Cheng Xu +3
This work introduces a novel value decomposition algorithm, termed \textit{Dynamic Deep Factor Graphs} (DDFG). Unlike traditional coordination graphs, DDFG leverages factor graphs…