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Evaluation of Cognitive Architectures Inspired by Cognitive Biases

机译:认知偏见启发的认知体系结构评估

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Cognitive architectures are frequently built to model naturally intelligent behavior. This aims on two primary goals: On one hand these architectures model human behavior in order to give a better understanding of the human thought process. On the other hand cognitive architectures are an approach of modeling artificial intelligence. Those two goals might be conflicting, as humans sometimes act irrationally e.g. because they were cognitively biased. In this work, we analyze on a theoretical level whether cognitive architectures are also biased. Therefore we first abstract more general behavior from cognitive fallacies. Then we evaluate for the architectures Clarion, Leabra and Lida to what extent they can be biased.
机译:认知体系结构经常被建立来对自然智能行为建模。它的目标是两个主要目标:一方面,这些体系结构为人类行为建模,以便更好地理解人类的思维过程。另一方面,认知架构是一种模拟人工智能的方法。这两个目标可能是矛盾的,因为人类有时会采取非理性行动,例如因为他们在认知上有偏见。在这项工作中,我们在理论层面上分析了认知架构是否也存在偏见。因此,我们首先从认知谬论中抽象出更普遍的行为。然后,我们评估Clarion,Leabra和Lida的体系结构可在多大程度上进行调整。

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