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人类价值学习中第三种次优选择的影响时间尺度和方向。

The timescale and direction of influence of a third inferior alternative in human value-learning.

作者信息

Tohidi-Moghaddam Maryam, Tsetsos Konstantinos

机构信息

Department of Neurophysiology and Pathophysiology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.

Department of Psychology and Hamburg Center of Neuroscience, Universität Hamburg, Hamburg, Germany.

出版信息

Commun Psychol. 2025 Apr 5;3(1):56. doi: 10.1038/s44271-025-00229-2.

DOI:10.1038/s44271-025-00229-2
PMID:40188261
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11972167/
Abstract

The way humans and other animals represent the values of alternatives is context-dependent, as it can be distorted by inferior alternatives that are immediately available for choice (immediate context); or that were encountered in previous episodes (temporal context). Yet, the extent to which the immediate and temporal context (co-) shape context-dependent valuation remains unclear. Here, we asked human participants (onsite: N = 30, online: N = 68) to learn the values associated with three alternatives and explicitly report these values before making binary and ternary choices among the alternatives. We show that context-dependent valuation is evident in the pre-choice value estimates and manifests equally in binary and ternary choices. Accordingly, we conclude that value representations are modulated by the temporal (and not the immediate) context. The direction and across-participants variability of this modulation cannot be captured by extant normalization theories but by a mechanism constructing values through sequential binary comparisons.

摘要

人类和其他动物表征备选方案价值的方式取决于情境,因为它可能会被可供立即选择的较差备选方案(即时情境)或在先前事件中遇到的备选方案(时间情境)所扭曲。然而,即时情境和时间情境在多大程度上(共同)塑造情境依赖型估值仍不清楚。在这里,我们让人类参与者(现场:N = 30,在线:N = 68)学习与三个备选方案相关的价值,并在对备选方案进行二元和三元选择之前明确报告这些价值。我们表明,情境依赖型估值在选择前的价值估计中很明显,并且在二元和三元选择中同样表现出来。因此,我们得出结论,价值表征受时间(而非即时)情境的调节。这种调节的方向和参与者之间的变异性无法用现有的归一化理论来解释,而可以用一种通过顺序二元比较构建价值的机制来解释。

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本文引用的文献

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The functional form of value normalization in human reinforcement learning.人类强化学习中的价值归一化的函数形式。
Elife. 2023 Jul 10;12:e83891. doi: 10.7554/eLife.83891.
2
Effects of blocked versus interleaved training on relative value learning.封闭训练与交错训练对相对价值学习的影响。
Psychon Bull Rev. 2023 Oct;30(5):1895-1907. doi: 10.3758/s13423-023-02290-6. Epub 2023 Apr 18.
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Intraparietal stimulation disrupts negative distractor effects in human multi-alternative decision-making.顶内刺激破坏人类多选项决策中的负干扰效应。
Elife. 2023 Feb 22;12:e75007. doi: 10.7554/eLife.75007.
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Clarifying the role of an unavailable distractor in human multiattribute choice.阐明不可用干扰项在人类多属性选择中的作用。
Elife. 2022 Dec 6;11:e83316. doi: 10.7554/eLife.83316.
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Testing models of context-dependent outcome encoding in reinforcement learning.测试强化学习中依赖上下文的结果编码模型。
Cognition. 2023 Jan;230:105280. doi: 10.1016/j.cognition.2022.105280. Epub 2022 Sep 12.
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Human value learning and representation reflect rational adaptation to task demands.人类价值学习和表示反映了对任务需求的理性适应。
Nat Hum Behav. 2022 Sep;6(9):1268-1279. doi: 10.1038/s41562-022-01360-4. Epub 2022 May 30.
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High-value decisions are fast and accurate, inconsistent with diminishing value sensitivity.高价值决策快速而准确,与价值敏感性降低不一致。
Proc Natl Acad Sci U S A. 2022 Feb 8;119(6). doi: 10.1073/pnas.2101508119.
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Trends Cogn Sci. 2022 Jan;26(1):66-80. doi: 10.1016/j.tics.2021.10.006. Epub 2021 Nov 5.
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The elusiveness of context effects in decision making.决策中情境效应的难以捉摸性。
Trends Cogn Sci. 2021 Oct;25(10):843-854. doi: 10.1016/j.tics.2021.07.011. Epub 2021 Aug 20.
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Encoding Context Determines Risky Choice.语境编码决定风险选择。
Psychol Sci. 2021 May;32(5):743-754. doi: 10.1177/0956797620977516. Epub 2021 Apr 28.