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Midbrain dopamine neurons compute inferred and cached value prediction errors in a common framework

机译:中脑多巴胺神经元在一个通用框架中计算推断和缓存的值预测误差

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摘要

Midbrain dopamine neurons have been proposed to signal reward prediction errors as defined in temporal difference (TD) learning algorithms. While these models have been extremely powerful in interpreting dopamine activity, they typically do not use value derived through inference in computing errors. This is important because much real world behavior – and thus many opportunities for error-driven learning – is based on such predictions. Here, we show that error-signaling rat dopamine neurons respond to the inferred, model-based value of cues that have not been paired with reward and do so in the same framework as they track the putative cached value of cues previously paired with reward. This suggests that dopamine neurons access a wider variety of information than contemplated by standard TD models and that, while their firing conforms to predictions of TD models in some cases, they may not be restricted to signaling errors from TD predictions.>DOI:
机译:已经提出了中脑多巴胺神经元来发信号通知时差(TD)学习算法中定义的奖励预测错误。尽管这些模型在解释多巴胺活性方面非常强大,但它们通常在计算错误时不使用通过推断得出的值。这很重要,因为现实世界中的许多行为(因此有许多错误驱动的学习机会)都是基于这种预测的。在这里,我们显示了错误信号的大鼠多巴胺神经元会对尚未与奖励配对的线索的基于模型的推断值做出响应,并且在跟踪先前与奖励配对的线索的假定缓存值的相同框架内进行响应。这表明,多巴胺神经元访问的信息比标准TD模型所预期的要广泛得多,尽管在某些情况下它们的放电符合TD模型的预测,但它们可能并不限于TD预测发出的信号错误。> DOI:

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