具备心智理论的AI能像人类一样提升群体智能。
An AI Theory of Mind Will Enhance Our Collective Intelligence
- 用心智理论让AI理解他人意图,促进群体协作。
- 心智理论使个体在社会中动态适应,形成高效集体结构。
- 适合研究人机协同、群体智能与认知社会学的读者。
集体智能在经济学、进化论、神经网络及真社会性昆虫等领域中具有核心作用,也是复杂系统理论中涌现与自组织研究的关键。然而,人类集体智能中,个体心理过程如何催生社会层面的自组织结构仍不清晰。现有研究多关注普适性原则,忽视了心理机制的作用。本文通过其他复杂适应系统的案例,强调集体智能原则的广泛适用性,同时指出不同情境下机制与时间尺度差异显著。我们综述证据表明,人类社会中的灵活集体智能得益于心智理论这一认知工具。进而假设:具备心智理论的AI将类似人类,显著增强集体智能。为此,我们超越算法细节,从大尺度视角考察AI作为行为体在‘社会生态’中的影响,而非仅作为技术工具。我们识别出心理介导的集体智能的关键特征,并论证心智理论是区分人类社会集体智能与其他一般形式的核心。最后,我们说明个体(包括人类或非人类)并非被基因或算法预设,而是通过成长与适应融入其社会认知生态位。AI亦可通过心智理论进入一个或多个此类生态位。
原文摘要 · Abstract (English)
Collective intelligence plays a central role in many fields, from economics and evolutionary theory to neural networks and eusocial insects, and is also core to work on emergence and self-organisation in complex-systems theory. However, in human collective intelligence there is still much to understand about how specific psychological processes at the individual level give rise to self-organised structures at the social level. Psychological factors have so far played a minor role in collective-intelligence studies because the principles are often general and applicable to agents without sophisticated psychologies. We emphasise, with examples from other complex adaptive systems, the broad applicability of collective-intelligence principles, while noting that mechanisms and time scales differ markedly between cases. We review evidence that flexible collective intelligence in human social settings is improved by a particular cognitive tool: our Theory of Mind. We then hypothesise that AIs equipped with a theory of mind will enhance collective intelligence in ways similar to human contributions. To make this case, we step back from the algorithmic basis of AI psychology and consider the large-scale impact AI can have as agential actors in a 'social ecology' rather than as mere technological tools. We identify several key characteristics of psychologically mediated collective intelligence and show that the development of a Theory of Mind is crucial in distinguishing human social collective intelligence from more general forms. Finally, we illustrate how individuals, human or otherwise, integrate within a collective not by being genetically or algorithmically programmed, but by growing and adapting into the socio-cognitive niche they occupy. AI can likewise inhabit one or multiple such niches, facilitated by a Theory of Mind.
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