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Jul, 2017
多智能体系统的全分散策略:信息理论方法
Fully Decentralized Policies for Multi-Agent Systems: An Information Theoretic Approach
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Roel Dobbe, David Fridovich-Keil, Claire Tomlin
TL;DR
本文提出了基于信息论的速率畸变理论框架,它使得我们能够分析完全分散的政策能够重构最优解的程度,同时,该框架提供了自然的扩展解决了一个代理应该与哪些节点通信以提高其个体策略的性能的问题。
Abstract
Learning cooperative policies for
multi-agent systems
is often challenged by partial observability and a lack of coordination. In some settings, the structure of a problem allows a
distributed solution
with limit
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