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Bilinearity, rules, and prefrontal cortex

Dayan, P; (2007) Bilinearity, rules, and prefrontal cortex. FRONT COMPUT NEUROSC , 1 , Article 1. 10.3389/neuro.10/001.2007. Gold open access

Abstract

Humans can be instructed verbally to perform computationally complex cognitive tasks; their performance then improves relatively slowly over the course of practice. Many skills underlie these abilities; in this paper, we focus on the particular question of a uniform architecture for the instantiation of habitual performance and the storage, recall, and execution of simple rules. Our account builds on models of gated working memory, and involves a bilinear architecture for representing conditional input-output maps and for matching rules to the state of the input and working memory. We demonstrate the performance of our model on two paradigmatic tasks used to investigate prefrontal and basal ganglia function.

Type:Article
Title:Bilinearity, rules, and prefrontal cortex
Open access status:An open access publication
DOI:10.3389/neuro.10/001.2007
Keywords:habits, rules, bilinearity, working memory, prefrontal cortex, basal ganglia
UCL classification:UCL > School of Life and Medical Sciences > Faculty of Life Sciences > Gatsby Computational Neuroscience Unit

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