Multi-Agent Reinforcement Learning via Double Averaging Primal-Dual Optimization

Hoi-To Wai, Zhuoran Yang, Zhaoran Wang, Mingyi Hong

Neural Information Processing Systems 

We prove that the proposed algorithm converges to the optimal solution at a global geometric rate.

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