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Dynamic Evaluation of Coordination Mechanisms for Autonomous Agents

机译:自治主体协调机制的动态评估

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摘要

This paper presents a formal framework within which autonomous agents can dynamically select and apply different mechanisms to coordinate their interactions with one another. Agents use the task attributes and environmental conditions to evaluate which mechanism maximises their expected utility. Different agent types can be characterised by their willingness to cooperate and the relative value they place on short- vs long-term rewards. Our results demonstrate the viability of empowering agents in this way and show the quantitative benefits that agents accrue from being given the flexibility to control how they coordinate.
机译:本文提出了一个正式的框架,自治代理可以在其中动态选择并应用不同的机制来协调彼此之间的交互。代理使用任务属性和环境条件来评估哪种机制可以最大化其预期效用。不同类型的代理人可以通过合作意愿以及它们对短期和长期回报的相对价值来表征。我们的研究结果证明了以这种方式赋予代理人权力的可行性,并显示了通过灵活地控制代理人协调方式而给代理人带来的定量收益。

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