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寻求长期获取群体智慧的代理会降低即时决策的准确性。

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

机构信息

Department of Statistics, School of Mathematics, University of Leeds, Leeds LS2 9JT, UK.

出版信息

Philos Trans R Soc Lond B Biol Sci. 2024 Dec 16;379(1916):20220467. doi: 10.1098/rstb.2022.0467. Epub 2024 Oct 28.

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'.

摘要

群居为社交动物提供了显著的优势,使它们能够获取集体智慧并增强信息处理能力,从而做出更准确的觅食、导航和栖息地选择决策。保持群体成员身份对于维持获取集体智慧的机会至关重要,激励动物优先考虑群体凝聚力。然而,当个体遇到关于各种选择质量的不同信息时,这可能会在追求即时奖励和保持群体成员身份以提高未来收益之间产生冲突。在这项研究中,我表明,寻求最大化长期奖励的理性主体更倾向于遵循同龄人的决策,而不是那些目光短浅的主体。这样做,他们必然会在短期内做出回报较少的决策,从而在选择两个选项中的较好者时个体准确性降低。此外,我证明了对于优先考虑长期奖励的主体群体来说,关于集体智慧的直觉可能会产生误导,分歧是集体选择准确性的更好信号,而不是共识。这些结果表明,应该根据个体及其同龄人的生活史来解释观察到的社会性模式,而不是通过孤立的决策视角。本文是“使用自然种群理解年龄和社会”讨论专题的一部分。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/741a/11528357/b9370e6e109b/rstb.2022.0467.f001.jpg

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