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通用物理系统自我表征的原则性限制。

Principled Limitations on Self-Representation for Generic Physical Systems.

作者信息

Fields Chris, Glazebrook James F, Levin Michael

机构信息

Allen Discovery Center, Tufts University, Medford, MA 02155, USA.

Department of Mathematics and Computer Science, Eastern Illinois University, Charleston, IL 61920, USA.

出版信息

Entropy (Basel). 2024 Feb 24;26(3):194. doi: 10.3390/e26030194.

Abstract

The ideas of self-observation and self-representation, and the concomitant idea of self-control, pervade both the cognitive and life sciences, arising in domains as diverse as immunology and robotics. Here, we ask in a very general way whether, and to what extent, these ideas make sense. Using a generic model of physical interactions, we prove a theorem and several corollaries that severely restrict applicable notions of self-observation, self-representation, and self-control. We show, in particular, that adding observational, representational, or control capabilities to a meta-level component of a system cannot, even in principle, lead to a complete meta-level representation of the system as a whole. We conclude that self-representation can at best be heuristic, and that self models cannot, in general, be empirically tested by the systems that implement them.

摘要

自我观察和自我表征的概念,以及与之相伴的自我控制概念,在认知科学和生命科学中无处不在,出现在从免疫学到机器人学等各种不同领域。在此,我们以一种非常宽泛的方式来探讨这些概念是否合理以及在何种程度上合理。通过使用一个物理相互作用的通用模型,我们证明了一个定理和几个推论,这些定理和推论严格限制了自我观察、自我表征和自我控制的适用概念。我们特别表明,即使在原则上,向系统的元层次组件添加观察、表征或控制能力也无法导致对整个系统的完整元层次表征。我们得出结论,自我表征充其量只能是启发式的,并且自我模型通常无法由实现它们的系统进行实证检验。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2166/10969210/66b128dd3241/entropy-26-00194-g001.jpg

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