Radically Compositional Cognitive Concepts

November 14, 2019 Β· Declared Dead Β· πŸ› arXiv.org

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Authors Toby B. St Clere Smithe arXiv ID 1911.06602 Category q-bio.NC Cross-listed cs.AI, cs.CL, cs.NE Citations 0 Venue arXiv.org Last Checked 3 months ago
Abstract
Despite ample evidence that our concepts, our cognitive architecture, and mathematics itself are all deeply compositional, few models take advantage of this structure. We therefore propose a radically compositional approach to computational neuroscience, drawing on the methods of applied category theory. We describe how these tools grant us a means to overcome complexity and improve interpretability, and supply a rigorous common language for scientific modelling, analogous to the type theories of computer science. As a case study, we sketch how to translate from compositional narrative concepts to neural circuits and back again.
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