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Deciphering the contributions of episodic and working memories in increasingly complex decision tasks

机译:解读情景记忆和工作记忆在日益复杂的决策任务中的作用

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Augmenting the representation of the current state of the external world with internal states corresponding to working and episodic memories has been proposed as a bioinspired solution to apply models of reinforcement learning to non-Markovian tasks. But, transposing these results to behavioral and experimental neuroscience, it is not completely clear how each of these memories can contribute to learning the augmented representations and when they must act in association for more complex tasks. Choosing an elementary implementation of these memories and experimental tasks of decision making in rodents, we explore these pivotal situations and make concrete the underlying mechanisms and criteria. We also specify cases where additional mechanisms must be envisaged.
机译:为了将强化学习模型应用于非马尔可夫任务,有人提出了一种生物启发的解决方案,即用与工作记忆和情节记忆相对应的内部状态来增强外部世界当前状态的表示。但是,将这些结果转化为行为和实验神经科学,尚不完全清楚这些记忆中的每一个如何有助于学习增强表征,以及它们何时必须与更复杂的任务相关联。选择这些记忆的基本实现和啮齿类动物的决策实验任务,我们探索这些关键情况,并制定具体的机制和标准。我们还具体说明了必须设想其他机制的情况。

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