Agents seeking long-term access to the wisdom of the crowd reduce immediate decision-making accuracy.

IF 5.4 2区 生物学 Q1 BIOLOGY
Richard P Mann
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引用次数: 0

Abstract

Living in groups offers social animals the significant advantage of accessing collective wisdom and enhanced information processing, enabling more accurate decisions related to foraging, navigation and habitat selection. Preserving group membership is crucial for sustaining access to collective wisdom, incentivizing animals to prioritize group cohesion. However, when individuals encounter divergent information about the quality of various options, this can create a conflict between pursuing immediate rewards and the maintenance of group membership to improve access to future pay-offs. In this study, I show that rational agents who seek to maximize long-term rewards will be more inclined to follow the decisions of their peers than those with short-term horizons. In doing so, they necessarily make less-rewarding decisions in the short-term, which manifests in a lower individual accuracy when choosing the better of two options. Furthermore, I demonstrate that intuitions about collective wisdom can be misleading in groups of agents who prioritize long-term rewards, with disagreement being a better signal for the accuracy of collective choices than consensus. These results demonstrate that observed patterns of sociality should be interpreted in the context of the life history of an individual and its peers, rather than through the lens of an isolated decision.This article is part of the discussion meeting issue 'Understanding age and society using natural populations'.

寻求长期获取群众智慧的代理会降低即时决策的准确性。
群居生活为社会性动物提供了获取集体智慧和强化信息处理的巨大优势,使它们能够在觅食、导航和栖息地选择方面做出更准确的决定。保持群体成员身份对于维持集体智慧的获取至关重要,这促使动物优先考虑群体凝聚力。然而,当个体遇到有关各种选择质量的不同信息时,就会在追求眼前利益与保持群体成员资格以提高未来收益之间产生冲突。在本研究中,我证明了追求长期回报最大化的理性行为主体会比那些具有短期视野的行为主体更倾向于追随同伴的决策。在这样做的同时,他们必然会做出短期回报较低的决策,这表现为在两个选项中选择较好的一个时,个体的准确性较低。此外,我还证明,在优先考虑长期回报的代理群体中,关于集体智慧的直觉可能会产生误导,因为分歧比共识更能反映集体选择的准确性。这些结果表明,观察到的社会性模式应该结合个体及其同伴的生活史来解释,而不是从孤立决策的角度来解释。
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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来源期刊
CiteScore
11.80
自引率
1.60%
发文量
365
审稿时长
3 months
期刊介绍: The journal publishes topics across the life sciences. As long as the core subject lies within the biological sciences, some issues may also include content crossing into other areas such as the physical sciences, social sciences, biophysics, policy, economics etc. Issues generally sit within four broad areas (although many issues sit across these areas): Organismal, environmental and evolutionary biology Neuroscience and cognition Cellular, molecular and developmental biology Health and disease.
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