用量子计算+生成式AI模拟社会规则如何自发形成与演化
Computational Architects of Society: Quantum Machine Learning for Social Rule Genesis
- 将量子叠加、纠缠等概念融入生成智能体,构建动态社会模型
- 25个智能体在监控下互动,出现规范趋同、抵抗扩散等真实社会现象
- 为理解复杂社会系统提供可仿真、可重构的量子化新视角
社会科学的量化长期面临挑战,主要源于其基础理论的哲学属性。尽管近年来量子计算发展迅速,但其在社会理论中的应用仍较少被探讨。现有研究多集中于微观认知模型或哲学类比,缺乏对量子原理在社会系统层面应用的研究。本研究提出一种融合量子力学与生成式AI的理论与计算框架,用于模拟社会规范的生成与演化。基于量子核心概念——叠加、纠缠和概率测量,将社会视为一个动态且不确定的系统,并设计五个理想型实验场景。通过25个具有演化角色的生成智能体(分别担任遵从者、抵制者或执行者),在中央观察者(守望者)监控下进行交互,响应监视并适应周期性规范扰动。这些互动使系统在外部压力下自我组织,揭示出涌现模式。关键发现表明,将量子原理与生成式AI结合,能够有效建模复杂社会系统的不确定性、涌现性与相互依赖性。模拟结果显示了规范秩序的收敛、抵抗的传播以及社会规则中新均衡的自发产生。结论指出,该研究为社会理论引入了一种新颖的计算视角,奠定了量子赋能的社会理论基础,为理解社会不仅是可观测结构,更是可仿真、可重构的动态系统提供了跨学科洞见。
原文摘要 · Abstract (English)
The quantification of social science remains a longstanding challenge, largely due to the philosophical nature of its foundational theories. Although quantum computing has advanced rapidly in recent years, its relevance to social theory remains underexplored. Most existing research focuses on micro-cognitive models or philosophical analogies, leaving a gap in system-level applications of quantum principles to the analysis of social systems. This study addresses that gap by proposing a theoretical and computational framework that combines quantum mechanics with Generative AI to simulate the emergence and evolution of social norms. Drawing on core quantum concepts--such as superposition, entanglement, and probabilistic measurement--this research models society as a dynamic, uncertain system and sets up five ideal-type experiments. These scenarios are simulated using 25 generative agents, each assigned evolving roles as compliers, resistors, or enforcers. Within a simulated environment monitored by a central observer (the Watcher), agents interact, respond to surveillance, and adapt to periodic normative disruptions. These interactions allow the system to self-organize under external stress and reveal emergent patterns. Key findings show that quantum principles, when integrated with generative AI, enable the modeling of uncertainty, emergence, and interdependence in complex social systems. Simulations reveal patterns including convergence toward normative order, the spread of resistance, and the spontaneous emergence of new equilibria in social rules. In conclusion, this study introduces a novel computational lens that lays the groundwork for a quantum-informed social theory. It offers interdisciplinary insights into how society can be understood not just as a structure to observe but as a dynamic system to simulate and redesign through quantum technologies.
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