2 papers
cs.MA2026
MAGIC: Multi-Step Advantage-Gated Causal Influence for Multi-agent Reinforcement Learning
Haohan Yu, Jinmiao Cong, Shengzhi Wang +2
A key challenge in multi-agent reinforcement learning (MARL) lies in designing learning signals that effectively promote coordination among agents. Designing such signals requires…
cs.AI2024
Guiding Multi-agent Multi-task Reinforcement Learning by a Hierarchical Framework with Logical Reward Shaping
Chanjuan Liu, Jinmiao Cong, Bingcai Chen +2
Multi-agent hierarchical reinforcement learning (MAHRL) has been studied as an effective means to solve intelligent decision problems in complex and large-scale environments. Howev…