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Relating the Entropy of Joint Beliefs to Multi-agent Coordination

机译:将联合信念的熵与多助理协调相关联

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Current approaches to activity coordination in multi-agent systems (teams) range from strictly top down (plan-based coordination) to purely emergent (reactive coordination), with many hybrid variants, each having its specific advantages and disadvantages. It appears to be extremely difficult to rigorously compare various hybrid approaches to multi-agent coordination (and communication), given the lack of a generic semantics or some guidelines. In this paper, we studied some intuitive inter-agent communication policies and characterised them in terms of generic information-theoretic properties. In particular, the relative entropy of joint beliefs was suggested as an indicator of teams coordination potential. Our novel behaviour-based agent architecture (based on the Deep Behaviour Projection framework) enabled consistent reasoning about belief change, including beliefs about other agents. This allowed us to examine some of the identified communication policies empirically. The obtained results confirmed that there are certain interesting invariants-in particular, a change in team coordination (and overall performance) was shown to be within the boundaries indicated by the relative information entropy.
机译:在多代理系统(组)的范围活动协调的当前方法从严格自上而下(计划为基础的协调),以纯粹射(反应协调),有许多变体杂交,每一个都具有其特定的优点和缺点。这似乎是非常困难的严格比较各种混合方法,以多智能体协调(和通信),由于缺乏一个通用的语义或一些指引。在本文中,我们研究了一些直观的代理间通信政策和表征他们的通用信息理论性质的条款。特别是,联合信念的相对熵建议作为一个团队协调潜力的一个指标。我们新的基于行为的代理体系结构(基于深层行为投影框架)启用对信仰的变化是一致的推理,包括对其他药物的信念。这使我们能够研究一些识别的通信政策的经验。得到的结果证实,有一定的有趣不变,特别是在团队协作(和整体性能)的变化被证明是内边界按指定的相关信息熵。

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