Suppr超能文献

情境中的选择历史:强化学习在偏向注意力方面作用的证据

Selection history in context: Evidence for the role of reinforcement learning in biasing attention.

作者信息

Anderson Brian A, Britton Mark K

机构信息

Department of Psychology, Texas A&M University, 4235 TAMU, College Station, TX, 77843-4235, USA.

出版信息

Atten Percept Psychophys. 2019 Nov;81(8):2666-2672. doi: 10.3758/s13414-019-01817-1.

Abstract

Attention is biased towards learned predictors of reward. The influence of reward history on attentional capture has been shown to be context-specific: When particular stimulus features are associated with reward, these features only capture attention when viewed in the context in which they were rewarded. Selection history can also bias attention, such that prior target features gain priority independently of reward history. The contextual specificity of this influence of selection history on attention has not been examined. In the present study, we demonstrate that the consequences of repetitive selection on attention robustly generalize across context, such that prior target features capture attention even in contexts in which they were never seen previously. Our findings suggest that the learning underlying attention driven by outcome-independent selection history differs qualitatively from the learning underlying value-driven attention, consistent with a distinction between associative and reinforcement learning mechanisms.

摘要

注意力偏向于已习得的奖励预测因素。奖励历史对注意力捕获的影响已被证明是特定于情境的:当特定的刺激特征与奖励相关联时,这些特征只有在其获得奖励的情境中被观察时才会捕获注意力。选择历史也会使注意力产生偏差,使得先前的目标特征独立于奖励历史而获得优先权。选择历史对注意力的这种影响的情境特异性尚未得到研究。在本研究中,我们证明了重复选择对注意力的影响能在不同情境中稳健地泛化,以至于先前的目标特征即使在它们从未出现过的情境中也能捕获注意力。我们的研究结果表明,由结果独立的选择历史驱动的注意力背后的学习与价值驱动的注意力背后的学习在性质上有所不同,这与联想学习和强化学习机制之间的区别是一致的。

相似文献

5
Mechanisms of value-learning in the guidance of spatial attention.价值学习机制在空间注意引导中的作用。
Cognition. 2018 Sep;178:26-36. doi: 10.1016/j.cognition.2018.05.005. Epub 2018 May 11.
6
Generalization of value in reinforcement learning by humans.人类在强化学习中的价值泛化。
Eur J Neurosci. 2012 Apr;35(7):1092-104. doi: 10.1111/j.1460-9568.2012.08017.x.
7
Test-retest reliability of value-driven attentional capture.价值驱动注意捕获的重测信度。
Behav Res Methods. 2019 Apr;51(2):720-726. doi: 10.3758/s13428-018-1079-7.
9
On the value-dependence of value-driven attentional capture.关于价值驱动的注意捕获的价值依赖性。
Atten Percept Psychophys. 2017 May;79(4):1001-1011. doi: 10.3758/s13414-017-1289-6.

引用本文的文献

4
Trichotomy revisited: A monolithic theory of attentional control.重新审视三分法:注意控制的整体理论。
Vision Res. 2024 Apr;217:108366. doi: 10.1016/j.visres.2024.108366. Epub 2024 Feb 21.
7
An adaptive view of attentional control.注意控制的自适应观点。
Am Psychol. 2021 Dec;76(9):1410-1422. doi: 10.1037/amp0000917.
10
The past, present, and future of selection history.选择史的过去、现在和未来。
Neurosci Biobehav Rev. 2021 Nov;130:326-350. doi: 10.1016/j.neubiorev.2021.09.004. Epub 2021 Sep 6.

本文引用的文献

1
On the automaticity of attentional orienting to threatening stimuli.注意指向威胁性刺激的自动性。
Emotion. 2020 Sep;20(6):1109-1112. doi: 10.1037/emo0000596. Epub 2019 Mar 14.
4
On the value-dependence of value-driven attentional capture.关于价值驱动的注意捕获的价值依赖性。
Atten Percept Psychophys. 2017 May;79(4):1001-1011. doi: 10.3758/s13414-017-1289-6.
8
Components of reward-driven attentional capture.奖励驱动的注意捕获的组成部分。
Atten Percept Psychophys. 2016 Feb;78(2):403-14. doi: 10.3758/s13414-015-1038-7.

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验