Dynamics of visual attention in exploration and exploitation for reward-guided adjustment tasks

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS
Hiroshi Higashi
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引用次数: 0

Abstract

The learning process encompasses exploration and exploitation phases. While reinforcement learning models have revealed functional and neuroscientific distinctions between these phases, knowledge regarding how they affect visual attention while observing the external environment is limited. This study sought to elucidate the interplay between these learning phases and visual attention allocation using visual adjustment tasks combined with a two-armed bandit problem tailored to detect serial effects only when attention is dispersed across both arms. Per our findings, human participants exhibited a distinct serial effect only during the exploration phase, suggesting enhanced attention to the visual stimulus associated with the non-target arm. Remarkably, although rewards did not motivate attention dispersion in our task, during the exploration phase, individuals engaged in active observation and searched for targets to observe. This behavior highlights a unique information-seeking process in exploration that is distinct from exploitation.

视觉注意力在探索和利用奖励引导调整任务中的动态变化
学习过程包括探索和利用两个阶段。虽然强化学习模型揭示了这些阶段之间的功能和神经科学区别,但有关它们如何影响观察外部环境时的视觉注意力的知识却很有限。本研究试图阐明这些学习阶段与视觉注意力分配之间的相互作用,其方法是使用视觉调整任务与双臂匪徒问题相结合,以便在注意力分散到两臂时检测序列效应。根据我们的研究结果,人类参与者仅在探索阶段表现出明显的序列效应,这表明他们对与非目标手臂相关的视觉刺激的注意增强了。值得注意的是,虽然在我们的任务中,奖励并没有促使注意力分散,但在探索阶段,个体会进行积极的观察,并寻找要观察的目标。这种行为凸显了探索过程中独特的信息搜寻过程,它与利用过程截然不同。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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