Synthesis and Properties of Optimally Value-Aligned Normative Systems

IF 4.5 3区 计算机科学 Q2 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Journal of Artificial Intelligence Research Pub Date : 2022-08-21 DOI:10.1613/jair.1.13487
Nieves Montes, C. Sierra
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引用次数: 6

Abstract

The value alignment problem is concerned with the design of systems that provably abide by our human values. One approach to this challenge is through the leverage of prescriptive norms that, if carefully designed, are able to steer a multiagent system away from harmful outcomes and towards more beneficial ones. In this work, we first present a general methodology for the automated synthesis of value aligned normative systems, based on a consequentialist view of values. In the second part, we provide analytical tools to examine such value aligned normative systems, namely the Shapley value of individual norms and the compatibility of several values under a fixed set of norms. We illustrate all of our contributions with a running example of a society of agents where taxes are collected and redistributed according to a set of parametrised norms.
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最优值对齐规范系统的综合与性质
价值一致性问题关注的是系统的设计是否符合我们人类的价值观。应对这一挑战的一种方法是通过规范的杠杆作用,如果精心设计,这些规范能够引导多主体系统远离有害的结果,走向更有益的结果。在这项工作中,我们首先提出了一种基于结果主义价值观的价值规范系统自动合成的一般方法。在第二部分中,我们提供了分析工具来检验这种价值一致的规范系统,即单个规范的Shapley值和一组固定规范下若干值的兼容性。我们用一个运行的例子来说明我们所有的贡献,这个例子是一个由代理人组成的社会,在这个社会中,税收是根据一组参数化的规范来征收和重新分配的。
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来源期刊
Journal of Artificial Intelligence Research
Journal of Artificial Intelligence Research 工程技术-计算机:人工智能
CiteScore
9.60
自引率
4.00%
发文量
98
审稿时长
4 months
期刊介绍: JAIR(ISSN 1076 - 9757) covers all areas of artificial intelligence (AI), publishing refereed research articles, survey articles, and technical notes. Established in 1993 as one of the first electronic scientific journals, JAIR is indexed by INSPEC, Science Citation Index, and MathSciNet. JAIR reviews papers within approximately three months of submission and publishes accepted articles on the internet immediately upon receiving the final versions. JAIR articles are published for free distribution on the internet by the AI Access Foundation, and for purchase in bound volumes by AAAI Press.
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