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深刻而美妙。多巴胺的奖励预测误差假说。

Deep and beautiful. The reward prediction error hypothesis of dopamine.

作者信息

Colombo Matteo

机构信息

Tilburg Center for Logic, General Ethics, and Philosophy of Science, Tilburg University, P.O. Box 90153, 5000 LE Tilburg, The Netherlands.

出版信息

Stud Hist Philos Biol Biomed Sci. 2014 Mar;45:57-67. doi: 10.1016/j.shpsc.2013.10.006. Epub 2013 Nov 16.

Abstract

According to the reward-prediction error hypothesis (RPEH) of dopamine, the phasic activity of dopaminergic neurons in the midbrain signals a discrepancy between the predicted and currently experienced reward of a particular event. It can be claimed that this hypothesis is deep, elegant and beautiful, representing one of the largest successes of computational neuroscience. This paper examines this claim, making two contributions to existing literature. First, it draws a comprehensive historical account of the main steps that led to the formulation and subsequent success of the RPEH. Second, in light of this historical account, it explains in which sense the RPEH is explanatory and under which conditions it can be justifiably deemed deeper than the incentive salience hypothesis of dopamine, which is arguably the most prominent contemporary alternative to the RPEH.

摘要

根据多巴胺的奖励预测误差假说(RPEH),中脑多巴胺能神经元的相位活动标志着特定事件的预测奖励与当前实际获得的奖励之间的差异。可以说,这一假说是深刻、优雅且美妙的,代表了计算神经科学最重大的成功之一。本文对这一说法进行了审视,为现有文献做出了两点贡献。第一,它全面梳理了导致RPEH形成及后续成功的主要步骤的历史脉络。第二,鉴于这一历史脉络,它解释了RPEH在何种意义上具有解释力,以及在哪些条件下可以被合理地认为比多巴胺的激励显著性假说更具深度,而多巴胺的激励显著性假说可以说是RPEH目前最突出的当代替代理论。

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