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English(EN) S$^2$-MAS: A Society-Scale Multi-Agent Simulation Framework with 500 Million Household Persona Agents

新框架模拟5亿户家庭代理以进行经济实验

作者 PulseAugur 编辑部 · [4 个来源] ·

研究人员开发了S$^2$-MAS，一个用于社会规模多主体系统仿真的新颖框架，利用了源自真实调查数据的5亿个合成家庭角色。该框架的Genese引擎将决策与状态更新分离，其sharp-421m-mlx模型在金融选择任务中表现强劲，优于其他几个大型语言模型。S$^2$-MAS通过将异构家庭决策与不同人口规模和时间跨度下的消费、现金流和还款路径的演变联系起来，实现了详细的经济实验。 AI

影响 能够进行大规模经济模拟和基于代理的建模，可能推动经济学和社会科学的研究。

排序理由 该集群描述了在arXiv论文中提出的新研究框架和模型。

在 arXiv cs.MA (Multiagent) 阅读 →

AI 生成摘要 · Google Gemini · 来自 4 个来源。 我们如何撰写摘要 →

新框架模拟5亿户家庭代理以进行经济实验

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该集群描述了在arXiv论文中提出的新研究框架和模型。
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4 independent sources
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paper, model release
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报道来源 [4]

  1. arXiv cs.AI TIER_1 English(EN) · Yang Li, Di Wan, Yike Wang, Chujun He, Zongsi Xu, Xiyu Chen, Sheng Zhong, Deng Binjie, Zhenwei Guo, Hou Jun, Kunhan Guo, Weihao Lin, Tuo Zhou, Hai Liu, Ye Luo ·

    S$^2$-MAS：一个具有5亿户家庭个性体代理的社会规模多代理模拟框架

    arXiv:2610.27746v1 Announce Type: cross Abstract: Simulating economic responses at society scale requires agents whose decisions reflect household circumstances and the effects of earlier actions. We introduce S$^2$-MAS, a society-scale multi-agent simulation framework built on 5…

  2. arXiv cs.MA (Multiagent) TIER_1 English(EN) · Ye Luo ·

    S$^2$-MAS：一个拥有5亿个家庭个体代理的社会规模多代理模拟框架

    Simulating economic responses at society scale requires agents whose decisions reflect household circumstances and the effects of earlier actions. We introduce S$^2$-MAS, a society-scale multi-agent simulation framework built on 500 million synthetic household personas grounded i…

  3. arXiv cs.MA (Multiagent) TIER_1 English(EN) · Ye Luo ·

    S$^2$-MAS：一个拥有5亿户家庭人格化代理的社会规模多代理模拟框架

    Simulating economic responses at society scale requires agents whose decisions reflect household circumstances and the effects of earlier actions. We introduce S$^2$-MAS, a society-scale multi-agent simulation framework built on 500 million synthetic household personas grounded i…

  4. arXiv cs.MA (Multiagent) TIER_1 English(EN) · Ye Luo ·

    S$^2$-MAS：一个具有5亿个家庭个体代理的社会规模多代理模拟框架

    Simulating economic responses at society scale requires agents whose decisions reflect household circumstances and the effects of earlier actions. We introduce S$^2$-MAS, a society-scale multi-agent simulation framework built on 500 million synthetic household personas grounded i…

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