嵌入式认知形态发生是通向智能系统的途径。

IF 3.6 3区 生物学 Q1 BIOLOGY Interface Focus Pub Date : 2023-04-14 eCollection Date: 2023-06-06 DOI:10.1098/rsfs.2022.0067
Bradly Alicea, Richard Gordon, Jesse Parent
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引用次数: 0

摘要

胚胎发育学认为,协调的基因表达、细胞物理和迁移是表型复杂性的基础。胚胎学的观点认为,协调的基因表达、细胞物理和迁移是表型复杂性的基础,这与体现认知的主流观点形成了鲜明对比,后者认为生物体与其环境之间的信息反馈是智能行为出现的关键。我们的目标是将这两种观点统一为具身认知形态发生(embodied cognitive morphogenesis),其中形态发生的对称性打破产生了专门的生物子系统,作为自主行为出现的基质。由于具身认知形态发生产生了波动的表型不对称性和信息处理子系统的出现,我们观察到了三个不同的特性:获取、生成和转化。利用通用生物代理,我们可以通过张力整体网络、分化树和具身超网络等模型捕捉到这些特性,从而为确定发育过程中各种对称性破坏事件的来龙去脉提供了一种方法。有助于我们进一步定义这种表型的相关概念包括模块化、平衡和 4E(具身、主动、嵌入和扩展)认知等概念。最后,我们将这些自主发育系统视为一个称为 "连接生成"(connectogenesis)的过程,将新出现的表型的各个部分连接起来,形成一种有助于分析生物体和设计生物启发计算代理的方法。
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Embodied cognitive morphogenesis as a route to intelligent systems.

The embryological view of development is that coordinated gene expression, cellular physics and migration provides the basis for phenotypic complexity. This stands in contrast with the prevailing view of embodied cognition, which claims that informational feedback between organisms and their environment is key to the emergence of intelligent behaviours. We aim to unite these two perspectives as embodied cognitive morphogenesis, in which morphogenetic symmetry breaking produces specialized organismal subsystems which serve as a substrate for the emergence of autonomous behaviours. As embodied cognitive morphogenesis produces fluctuating phenotypic asymmetry and the emergence of information processing subsystems, we observe three distinct properties: acquisition, generativity and transformation. Using a generic organismal agent, such properties are captured through models such as tensegrity networks, differentiation trees and embodied hypernetworks, providing a means to identify the context of various symmetry-breaking events in developmental time. Related concepts that help us define this phenotype further include concepts such as modularity, homeostasis and 4E (embodied, enactive, embedded and extended) cognition. We conclude by considering these autonomous developmental systems as a process called connectogenesis, connecting various parts of the emerged phenotype into an approach useful for the analysis of organisms and the design of bioinspired computational agents.

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来源期刊
Interface Focus
Interface Focus BIOLOGY-
CiteScore
9.20
自引率
0.00%
发文量
44
审稿时长
6-12 weeks
期刊介绍: Each Interface Focus themed issue is devoted to a particular subject at the interface of the physical and life sciences. Formed of high-quality articles, they aim to facilitate cross-disciplinary research across this traditional divide by acting as a forum accessible to all. Topics may be newly emerging areas of research or dynamic aspects of more established fields. Organisers of each Interface Focus are strongly encouraged to contextualise the journal within their chosen subject.
期刊最新文献
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