How do Role Models Shape Collective Morality? Exemplar-Driven Moral Learning in Multi-Agent Simulation

Fuente: arXiv
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Autores principales: Liao, Junjie, Tang, Huacong, Ziheng, Zhou, Wang, Yizhou, Zhong, Fangwei
Formato: Preprint
Publicado: 2026
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author Liao, Junjie
Tang, Huacong
Ziheng, Zhou
Wang, Yizhou
Zhong, Fangwei
author_facet Liao, Junjie
Tang, Huacong
Ziheng, Zhou
Wang, Yizhou
Zhong, Fangwei
contents Do We Need Role Models? How do Role Models Shape Collective Morality? To explore the questions, we build a multi-agent simulation powered by a Large Language Model, where agents with diverse intrinsic drives, ranging from cooperative to competitive, interact and adapt through a four-stage cognitive loop (plan-act-observe-reflect). We design four experimental games (Alignment, Collapse, Conflict, and Construction) and conduct motivational ablation studies to identify the key drivers of imitation. The results indicate that identity-driven conformity can powerfully override initial dispositions. Agents consistently adapt their values to align with a perceived successful exemplar, leading to rapid value convergence.
format Preprint
id arxiv_https___arxiv_org_abs_2603_13876
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle How do Role Models Shape Collective Morality? Exemplar-Driven Moral Learning in Multi-Agent Simulation
Liao, Junjie
Tang, Huacong
Ziheng, Zhou
Wang, Yizhou
Zhong, Fangwei
Multiagent Systems
Computers and Society
Do We Need Role Models? How do Role Models Shape Collective Morality? To explore the questions, we build a multi-agent simulation powered by a Large Language Model, where agents with diverse intrinsic drives, ranging from cooperative to competitive, interact and adapt through a four-stage cognitive loop (plan-act-observe-reflect). We design four experimental games (Alignment, Collapse, Conflict, and Construction) and conduct motivational ablation studies to identify the key drivers of imitation. The results indicate that identity-driven conformity can powerfully override initial dispositions. Agents consistently adapt their values to align with a perceived successful exemplar, leading to rapid value convergence.
title How do Role Models Shape Collective Morality? Exemplar-Driven Moral Learning in Multi-Agent Simulation
topic Multiagent Systems
Computers and Society
url https://arxiv.org/abs/2603.13876