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English(EN) From Blueprint to Reality: Modeling and Applying Putnam's Social Capital Theory with LLM-based Multi-agent Simulations

LLM 智能体模拟社会资本理论,用于智慧养老研究

研究人员开发了 SocaSim,一个利用基于 LLM 的多智能体模拟来建模和应用 Putnam 的社会资本理论的新颖框架。该框架整合了社交网络演变、信任动态和规范传播,以分析集体行动和社区繁荣。SocaSim 已应用于研究智慧养老中的适应性挑战,成功重现了宏观层面模式,并展示了人机对齐,同时通过微观层面因果路径追踪提供了过程层面的可解释性。 AI

影响 确立了利用 LLM 智能体连接社会科学和计算机科学的新研究范式。

排序理由 该集群包含一篇详细介绍新模拟框架及其应用的学术论文。

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LLM 智能体模拟社会资本理论,用于智慧养老研究

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报道来源 [2]

  1. arXiv cs.AI TIER_1 English(EN) · Shiyi Ling, Zhi Zheng, Hui Zheng, Wenjun Xue, Feng Ye, Tong Xu ·

    从蓝图到现实:使用基于LLM的多智能体模拟来建模和应用Putnam的社会资本理论

    arXiv:2607.06080v1 Announce Type: cross Abstract: Putnam's Social Capital Theory is a foundational framework for collective action and community prosperity. However, traditional empirical methods face practical limits on control and replication. Meanwhile, LLM-based social simula…

  2. arXiv cs.AI TIER_1 English(EN) · Tong Xu ·

    从蓝图到现实:使用基于LLM的多智能体模拟来建模和应用Putnam的社会资本理论

    Putnam's Social Capital Theory is a foundational framework for collective action and community prosperity. However, traditional empirical methods face practical limits on control and replication. Meanwhile, LLM-based social simulations are typically behavior-driven and lack theor…