Nova: Value-based Negotiation of Norms

Reyhan Aydoğan, Özgür Kafali, Furkan Arslan, C. Jonker, Munindar P. Singh
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引用次数: 9

Abstract

Specifying a normative multiagent system (nMAS) is challenging, because different agents often have conflicting requirements. Whereas existing approaches can resolve clear-cut conflicts, tradeoffs might occur in practice among alternative nMAS specifications with no apparent resolution. To produce an nMAS specification that is acceptable to each agent, we model the specification process as a negotiation over a set of norms. We propose an agent-based negotiation framework, where agents’ requirements are represented as values (e.g., patient safety, privacy, and national security), and an agent revises the nMAS specification to promote its values by executing a set of norm revision rules that incorporate ontology-based reasoning. To demonstrate that our framework supports creating a transparent and accountable nMAS specification, we conduct an experiment with human participants who negotiate against our agent. Our findings show that our negotiation agent reaches better agreements (with small p-value and large effect size) faster than a baseline strategy. Moreover, participants perceive that our agent enables more collaborative and transparent negotiations than the baseline (with small p-value and large effect size in particular settings) toward reaching an agreement.
Nova:基于价值的规范协商
指定规范的多代理系统(nMAS)具有挑战性,因为不同的代理通常具有相互冲突的需求。尽管现有的方法可以解决明确的冲突,但在实践中,可能会在替代的nMAS规范之间发生权衡,而没有明显的解决方案。为了产生每个代理都可以接受的nMAS规范,我们将规范过程建模为一组规范的协商。我们提出了一个基于代理的协商框架,其中代理的需求被表示为价值观(例如,患者安全、隐私和国家安全),代理通过执行一组包含基于本体的推理的规范修订规则来修改nMAS规范以促进其价值观。为了证明我们的框架支持创建透明和负责任的nMAS规范,我们与人类参与者进行了一个实验,他们与我们的代理进行谈判。我们的研究结果表明,我们的谈判代理比基线策略更快地达成更好的协议(具有小p值和大效应大小)。此外,参与者认为我们的代理比基线(在特定设置中具有小p值和大效应大小)更能实现达成协议的协作性和透明度谈判。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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