Myopic and Non-myopic Communication under Partial Observability

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Myopic and Non-myopic Communication under Partial Observability
—In decentralized settings with partial observability, agents can often benefit from communicating, but communication resources may be limited and costly. Current approaches tend to dismiss or underestimate this cost, resulting in overcommunication. This paper presents a general framework to compute the value of communicating from each agent’s local perspective, by comparing the expected reward with and without communication. In order to obtain these expectations, each agent must reason about the state and belief states of the other agents, both before and after communication. We show how this can be done in the context of decentralized POMDPs and discuss ways to mitigate a common myopic assumption, where agents tend to overcommunicate because they overlook the possibility that communication can be deferred or initiated by the other agents. The paper presents a theoretical framework to precisely quantify the value of communication and an effective algorithm to manage communication...
Alan Carlin, Shlomo Zilberstein
Added 21 May 2010
Updated 21 May 2010
Type Conference
Year 2009
Where IAT
Authors Alan Carlin, Shlomo Zilberstein
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