arXiv:2506.09520q-bio.NCcs.AI2025-06被引 2

注意力引导人简化空间任务表征,提升规划效率。

How attention simplifies mental representations for planning

  • 用虚拟迷宫实验发现注意力聚焦近处信息,影响规划可用表征。
  • 符合注意力自然轮廓的任务信息更易形成简化且有效的认知表征。
  • 个体差异显著,注意力机制解释了不同人的规划表现差异。

人类规划高效且灵活,能以有限认知资源应对复杂任务并适应新环境。计算模型表明,人们会构建简化的心理表征,在任务表示的复杂性与实用性间取得平衡。这一过程涉及规划塑造感知、感知又反哺规划的嵌套优化,但其背后的感知与注意力机制尚不明确。本研究通过虚拟迷宫导航实验,揭示空间注意力如何决定哪些任务信息进入主观意识并用于规划。结果发现,空间邻近性决定了哪些信息可被用于规划;当任务相关信息遵循注意力的自然(偏侧化)轮廓时,人们能更轻松地构建简化且有用的迷宫表征。注意力的影响在个体间差异显著,解释了人们任务表征与行为的差异。受‘注意力灯塔’隐喻启发,我们将在价值引导表征的现有计算模型中融入视觉空间注意力效应。本工作整合感知与决策的计算视角,深化了对个体如何构建环境表征以支持规划的理解。

原文摘要 · Abstract (English)

Human planning is efficient--it frugally deploys limited cognitive resources to accomplish difficult tasks--and flexible--adapting to novel problems and environments. Computational approaches suggest that people construct simplified mental representations of their environment, balancing the complexity of a task representation with its utility. These models imply a nested optimisation in which planning shapes perception, and perception shapes planning--but the perceptual and attentional mechanisms governing how this interaction unfolds remain unknown. Here, we harness virtual maze navigation to characterise how spatial attention controls which aspects of a task representation enter subjective awareness and are available for planning. We find that spatial proximity governs which aspects of a maze are available for planning, and that when task-relevant information follows natural (lateralized) contours of attention, people can more easily construct simplified and useful maze representations. This influence of attention varies considerably across individuals, explaining differences in people's task representations and behaviour. Inspired by the 'spotlight of attention' analogy, we incorporate the effects of visuospatial attention into existing computational accounts of value-guided construal. Together, our work bridges computational perspectives on perception and decision-making to better understand how individuals represent their environments in aid of planning.

认知建模注意力机制规划表征

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