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在深度多智能体强化学习中,社会协调使刻板印象的期望和行为在代际间持续存在。

Social coordination perpetuates stereotypic expectations and behaviors across generations in deep multiagent reinforcement learning.

作者信息

Gelpí Rebekah A, Tang Yikai, Jackson Ethan C, Cunningham William A

机构信息

Department of Psychology, University of Toronto, 100 St. George Street, Toronto, Ontario, Canada M5S 3G3.

Vector Institute, 101 College Street, Toronto, Ontario, Canada M5G 1L7.

出版信息

PNAS Nexus. 2025 Mar 4;4(3):pgaf076. doi: 10.1093/pnasnexus/pgaf076. eCollection 2025 Mar.

DOI:10.1093/pnasnexus/pgaf076
PMID:40078166
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11896970/
Abstract

Despite often being perceived as morally objectionable, stereotypes are a common feature of social groups, a phenomenon that has often been attributed to biased motivations or limits on the ability to process information. We argue that one reason for this continued prevalence is that preexisting expectations about how others will behave, in the context of social coordination, can change the behaviors of one's social partners, creating the very stereotype one expected to see, even in the absence of other potential sources of stereotyping. We use a computational model of dynamic social coordination to illustrate how this "feedback loop" can emerge, engendering and entrenching role-consistent stereotypic behavior and then show that human behavior on the task generates a comparable feedback loop. Notably, people's choices on the task are not related to social dominance or system justification, suggesting biased motivations are not necessary to maintain these stereotypes.

摘要

尽管刻板印象常常被视为在道德上令人反感,但它却是社会群体的一个常见特征,这一现象常常被归因于有偏见的动机或信息处理能力的局限。我们认为这种现象持续存在的一个原因是,在社会协调的背景下,对他人行为方式的先有预期会改变自己社会伙伴的行为,从而产生自己原本预期会看到的刻板印象,即使在没有其他潜在刻板印象来源的情况下也是如此。我们使用一个动态社会协调的计算模型来说明这种“反馈回路”是如何出现的,它如何产生并巩固与角色一致的刻板行为,然后表明人们在这项任务中的行为会产生类似的反馈回路。值得注意的是,人们在任务中的选择与社会主导地位或系统正当性无关,这表明维持这些刻板印象并不一定需要有偏见的动机。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f51/11896970/68f5074fdd8c/pgaf076f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f51/11896970/3ab9a6a612b7/pgaf076f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f51/11896970/68f5074fdd8c/pgaf076f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f51/11896970/3ab9a6a612b7/pgaf076f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7f51/11896970/68f5074fdd8c/pgaf076f2.jpg

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本文引用的文献

1
Costly exploration produces stereotypes with dimensions of warmth and competence.
J Exp Psychol Gen. 2025 Feb;154(2):347-357. doi: 10.1037/xge0001694. Epub 2024 Nov 21.
2
From partners to populations: A hierarchical Bayesian account of coordination and convention.从伙伴到人群:协调和惯例的层次贝叶斯解释。
Psychol Rev. 2023 Jul;130(4):977-1016. doi: 10.1037/rev0000348. Epub 2022 Apr 14.
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Globally Inaccurate Stereotypes Can Result From Locally Adaptive Exploration.全球不准确的刻板印象可能源于局部自适应探索。
Psychol Sci. 2022 May;33(5):671-684. doi: 10.1177/09567976211045929. Epub 2022 Apr 1.
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Beyond Dunbar circles: a continuous description of social relationships and resource allocation.超越邓巴数:社会关系与资源分配的连续描述
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Spurious normativity enhances learning of compliance and enforcement behavior in artificial agents.虚假规范性增强了对人工代理中合规和执行行为的学习。
Proc Natl Acad Sci U S A. 2022 Jan 18;119(3). doi: 10.1073/pnas.2106028118.
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Avoidance begets avoidance: A computational account of negative stereotype persistence.回避导致回避:消极刻板印象持续存在的计算解释。
J Exp Psychol Gen. 2021 Oct;150(10):2078-2099. doi: 10.1037/xge0001037. Epub 2021 Aug 30.
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Gender stereotypes can explain the gender-equality paradox.性别刻板印象可以解释性别平等悖论。
Proc Natl Acad Sci U S A. 2020 Dec 8;117(49):31063-31069. doi: 10.1073/pnas.2008704117. Epub 2020 Nov 23.
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People Make the Same Bayesian Judgment They Criticize in Others.人们会做出与他们批评他人时相同的贝叶斯判断。
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Cognitive resource allocation determines the organization of personal networks.认知资源分配决定了个人网络的组织方式。
Proc Natl Acad Sci U S A. 2018 Aug 14;115(33):8316-8321. doi: 10.1073/pnas.1719233115. Epub 2018 Jul 26.
10
System justification enhances well-being: A longitudinal analysis of the palliative function of system justification in 18 countries.系统合理化增强幸福感:18 个国家系统合理化的临终关怀功能的纵向分析。
Br J Soc Psychol. 2018 Jul;57(3):567-590. doi: 10.1111/bjso.12254. Epub 2018 Mar 25.