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首页> 外文期刊>Nature neuroscience >Reinstated episodic context guides sampling-based decisions for reward
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Reinstated episodic context guides sampling-based decisions for reward

机译:恢复的eoisodic语境导游基于抽样的奖励决定

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摘要

How does experience inform decisions? In episodic sampling, decisions are guided by a few episodic memories of past choices. This process can yield choice patterns similar to model-free reinforcement learning; however, samples can vary from trial to trial, causing decisions to vary. Here we show that context retrieved during episodic sampling can cause choice behavior to deviate sharply from the predictions of reinforcement learning. Specifically, we show that, when a given memory is sampled, choices ( in the present) are influenced by the properties of other decisions made in the same context as the sampled event. This effect is mediated by fMRI measures of context retrieval on each trial, suggesting a mechanism whereby cues trigger retrieval of context, which then triggers retrieval of other decisions from that context. This result establishes a new avenue by which experience can guide choice and, as such, has broad implications for the study of decisions.
机译:经验如何通知决策? 在情节化抽样中,决定是通过过去选择的几个情节记忆指导。 这个过程可以产生类似于无模型增强学习的选择模式; 但是,样品可以因审判而异,导致决定变化。 在这里,我们显示在情节采样期间检索的背景可以导致选择行为偏离加强学习的预测。 具体地,我们示出,当采样给定的存储器时,选择(在本发明中)受到与采样事件相同的其他决定的属性的影响。 这种效果是由每次试验中的情况下检索的FMRI措施介导的,建议提示触发上下文检索的机制,然后触发从该上下文中检索其他决定。 这一结果建立了一个新的大道,经验可以指导选择,因此对决策的研究具有广泛的影响。

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