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系统0/1/2/3:多时尺度集体认知系统的四过程理论
Tadahiro Taniguchi1, Yasushi Hirai2, Masahiro Suzuki3
1Kyoto University, Ritsumeikan University. taniguchi@i.kyoto-u.ac.jp.
Artificial life
|December 18, 2025
概括
本研究提出了系统0/1/2/3四过程模型,将双过程理论扩展到包括预认知体内过程 (系统0) 和集体智能 (系统3). 这个框架统一了跨多个时间尺度的认知,从体现的反应到社会适应.
科学领域:
- 认知科学 认知科学
- 人工智能的人工智能
- 神经科学是一个神经科学.
- 思想的哲学 思想的哲学
背景情况:
- 双过程理论区分系统1 (直观) 和系统2 (深思熟虑) 的思维.
- 现有的模型往往忽视了预认知体内过程和集体智能.
- 伯格森的哲学和多尺度时间理论提供了对认知的时间动态的洞察.
研究的目的:
- 介绍系统0/1/2/3框架作为一种四个过程的认知模型.
- 扩大双流程理论,以纳入体现和集体智能.
- 在不同的时间尺度和抽象水平上提供统一的认知视角.
主要方法:
- 概念框架将双过程理论扩展到四过程模型.
- 预认知体内过程 (系统0) 和集体智能 (系统3) 的整合.
- 应用Bergson的多尺度时间理论来统一认知时间动态.
主要成果:
- 系统0:体内适应的形态计算和被动动态.
- 系统1和2:整合神经动力学和人工智能的建设性视角.
- 系统3:集体预测编码,用于社会适应和符号的出现.
结论:
- 系统0/1/2/3模型为认知提供了一个全面的框架.
- 它将快速的体现反应与缓慢发展的集体智力统一起来.
- 在认知科学,人工智能,机器人和集体智能领域开辟了新的研究途径.
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