most citedLearning Explicit Credit Assignment for Cooperative Multi-Agent Reinforcement Learning via Polarization Policy Gradient

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cs.LG2022★ 1 cited

Learning Explicit Credit Assignment for Cooperative Multi-Agent Reinforcement Learning via Polarization Policy Gradient

Wubing Chen, Wenbin Li, Xiao Liu +2

Cooperative multi-agent policy gradient (MAPG) algorithms have recently attracted wide attention and are regarded as a general scheme for the multi-agent system. Credit assignment…

cs.LG2022

Keeping Minimal Experience to Achieve Efficient Interpretable Policy Distillation

Xiao Liu, Shuyang Liu, Wenbin Li +2

Although deep reinforcement learning has become a universal solution for complex control tasks, its real-world applicability is still limited because lacking security guarantees fo…