A cognitive architecture based on dual process theory

Authors:
Claes Strannegård;Rickard von Haugwitz;Johan Wessberg;Christian Balkenius
Affiliations:
Department of Philosophy, Linguistics and Theory of Science, University of Gothenburg, Sweden,Department of Applied Information Technology, Chalmers University of Technology, Sweden;Department of Philosophy, Linguistics and Theory of Science, University of Gothenburg, Sweden;Institute of Neuroscience and Physiology, University of Gothenburg, Sweden;Department of Philosophy, Lund University, Sweden
Venue:
AGI'13 Proceedings of the 6th international conference on Artificial General Intelligence
Year:
2013

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Abstract

This paper proposes a cognitive architecture based on Kahneman's dual process theory [1]. The long-term memory is modeled as a transparent neural network that develops autonomously by interacting with the environment. The working memory is modeled as a buffer containing nodes of the long-term memory. Computations are defined as processes in which working memory content is transformed according to rules that are stored in the long-term memory. In this architecture, symbolic and subsymbolic reasoning steps can be combined and resource-bounded computations can be defined ranging from formal proofs to association chains.