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cs.AI2020
Value-Decomposition Multi-Agent Actor-Critics
Jianyu Su, Stephen Adams, Peter A. Beling
The exploitation of extra state information has been an active research area in multi-agent reinforcement learning (MARL). QMIX represents the joint action-value using a non-negati…
cs.AI2020
Counterfactual Multi-Agent Reinforcement Learning with Graph Convolution Communication
Jianyu Su, Stephen Adams, Peter A. Beling
We consider a fully cooperative multi-agent system where agents cooperate to maximize a system's utility in a partial-observable environment. We propose that multi-agent systems mu…