Positive affect modulates memory by regulating the influence of reward prediction errors

Salman E. Qasim, Aarushi Deswal, Ignacio Saez, Xiaosi Gu
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Abstract

How our decisions impact our memories is not well understood. Reward prediction errors (RPEs), the difference between expected and obtained reward, help us learn to make optimal decisions-providing a signal that may influence subsequent memory. To measure this influence and how it might go awry in mood disorders, we recruited a large cohort of human participants to perform a decision-making task in which perceptually memorable stimuli were associated with probabilistic rewards, followed by a recognition test for those stimuli. Computational modeling revealed that positive RPEs enhanced both the accuracy of memory and the temporal efficiency of memory search, beyond the contribution of perceptual information. Critically, positive affect upregulated the beneficial effect of RPEs on memory. These findings demonstrate how affect selectively regulates the impact of RPEs on memory, providing a computational mechanism for biased memory in mood disorders. Incidental reward prediction errors associated with individual items during a decision-making period affect later memory accuracy and efficiency of the memory search. This association is modulated by individual differences in positive affect.

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积极情绪通过调节奖励预测错误的影响来调节记忆
我们的决定如何影响我们的记忆,目前还不十分清楚。奖赏预测误差(RPEs)是预期奖赏与获得奖赏之间的差值,它帮助我们学会做出最佳决策--提供一种可能影响后续记忆的信号。为了测量这种影响以及它在情绪障碍中可能出现的问题,我们招募了一大批人类参与者来完成一项决策任务,在这项任务中,知觉记忆刺激与概率奖励相关联,然后对这些刺激进行识别测试。计算模型显示,积极的情绪情感反应会提高记忆的准确性和记忆搜索的时间效率,这超出了感知信息的贡献。重要的是,积极情绪会增强 RPE 对记忆的有益影响。这些发现证明了情绪如何选择性地调节 RPEs 对记忆的影响,为情绪障碍中的偏差记忆提供了一种计算机制。决策期间与单个项目相关的偶然奖励预测错误会影响后期记忆的准确性和记忆搜索的效率。这种关联受个体积极情绪差异的调节。
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