Brain-consistent architecture for imagination

被引:0
|
作者
Yamakawa, Hiroshi [1 ,2 ]
Fukawa, Ayako [2 ,3 ]
Yairi, Ikuko Eguchi [3 ]
Matsuo, Yutaka [1 ]
机构
[1] Univ Tokyo, Sch Engn, Tokyo, Japan
[2] Whole Brain Architecture Initiat, Tokyo, Japan
[3] Sophia Univ, Grad Sch Sci & Technol, Tokyo, Japan
基金
日本学术振兴会;
关键词
imagination; function-oriented structure-constrained interface decomposition method; reverse engineering; artificial intelligence; brain-inspired software; PROSPECTIVE MEMORY; PREFRONTAL CORTEX; VISUAL-IMAGERY; CONNECTIONS; MECHANISMS; REPRESENTATIONS; HIPPOCAMPUS; ANATOMY; AUTISM; MATRIX;
D O I
10.3389/fnsys.2024.1302429
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Background Imagination represents a pivotal capability of human intelligence. To develop human-like artificial intelligence, uncovering the computational architecture pertinent to imaginative capabilities through reverse engineering the brain's computational functions is essential. The existing Structure-Constrained Interface Decomposition (SCID) method, leverages the anatomical structure of the brain to extract computational architecture. However, its efficacy is limited to narrow brain regions, making it unsuitable for realizing the function of imagination, which involves diverse brain areas such as the neocortex, basal ganglia, thalamus, and hippocampus.Objective In this study, we proposed the Function-Oriented SCID method, an advancement over the existing SCID method, comprising four steps designed for reverse engineering broader brain areas. This method was applied to the brain's imaginative capabilities to design a hypothetical computational architecture. The implementation began with defining the human imaginative ability that we aspire to simulate. Subsequently, six critical requirements necessary for actualizing the defined imagination were identified. Constraints were established considering the unique representational capacity and the singularity of the neocortex's modes, a distributed memory structure responsible for executing imaginative functions. In line with these constraints, we developed five distinct functions to fulfill the requirements. We allocated specific components for each function, followed by an architectural proposal aligning each component with a corresponding brain organ.Results In the proposed architecture, the distributed memory component, associated with the neocortex, realizes the representation and execution function; the imaginary zone maker component, associated with the claustrum, accomplishes the dynamic-zone partitioning function; the routing conductor component, linked with the complex of thalamus and basal ganglia, performs the manipulation function; the mode memory component, related to the specific agranular neocortical area executes the mode maintenance function; and the recorder component, affiliated with the hippocampal formation, handles the history management function. Thus, we have provided a fundamental cognitive architecture of the brain that comprehensively covers the brain's imaginative capacities.
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页数:18
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