3 papers
cs.LG2026
Scalable Multiagent Reinforcement Learning with Collective Influence Estimation
Zhenglong Luo, Zhiyong Chen, Aoxiang Liu +1
Multiagent reinforcement learning (MARL) has attracted considerable attention due to its potential in addressing complex cooperative tasks. However, existing MARL approaches often…
cs.RO2026
Multiagent Reinforcement Learning with Neighbor Action Estimation
Zhenglong Luo, Zhiyong Chen, Aoxiang Liu
Multiagent reinforcement learning, as a prominent intelligent paradigm, enables collaborative decision-making within complex systems. However, existing approaches often rely on exp…
cs.AI2024
Multi-agent Reinforcement Learning with Deep Networks for Diverse Q-Vectors
Zhenglong Luo, Zhiyong Chen, James Welsh
Multi-agent reinforcement learning (MARL) has become a significant research topic due to its ability to facilitate learning in complex environments. In multi-agent tasks, the state…