The Requirement for Cognition, in an Equation

Fuente: arXiv
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Autor principal: Worden, Robert
Formato: Preprint
Publicado: 2024
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author Worden, Robert
author_facet Worden, Robert
contents A model of the evolution of cognition is used to derive a Requirement Equation (RE), which defines what computations the fittest possible brain must make, or must choose actions as if it had made those computations. The terms in the RE depend on factors outside an animals brain, which can be modelled without making assumptions about how the brain works, from knowledge of the animals habitat and biology. In simple domains where the choices of actions have small information content, it may not be necessary to build internal models of reality; short cut computations may be just as good at choosing actions. In complex domains such as 3D spatial cognition, which underpins many complex choices of action, the RE implies that brains build Bayesian internal models of the animals surroundings; and that the models are constrained to be true to external reality.
format Preprint
id arxiv_https___arxiv_org_abs_2405_08601
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle The Requirement for Cognition, in an Equation
Worden, Robert
Neurons and Cognition
Populations and Evolution
A model of the evolution of cognition is used to derive a Requirement Equation (RE), which defines what computations the fittest possible brain must make, or must choose actions as if it had made those computations. The terms in the RE depend on factors outside an animals brain, which can be modelled without making assumptions about how the brain works, from knowledge of the animals habitat and biology. In simple domains where the choices of actions have small information content, it may not be necessary to build internal models of reality; short cut computations may be just as good at choosing actions. In complex domains such as 3D spatial cognition, which underpins many complex choices of action, the RE implies that brains build Bayesian internal models of the animals surroundings; and that the models are constrained to be true to external reality.
title The Requirement for Cognition, in an Equation
topic Neurons and Cognition
Populations and Evolution
url https://arxiv.org/abs/2405.08601