TY - JOUR
T1 - A space of goals: the cognitive geometry of informationally bounded agents
T2 - the cognitive geometry of informationally bounded agents
AU - Archer, Karen
AU - Catenacci Volpi, Nicola
AU - Bröker, Franziska
AU - Polani, Daniel
N1 - © 2022 The Authors. Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/
PY - 2022/12/7
Y1 - 2022/12/7
N2 - Traditionally, Euclidean geometry is treated by scientists as a priori and objective. However, when we take the position of an agent, the problem of selecting a best route should also factor in the abilities of the agent, its embodiment and particularly its cognitive effort. In this paper, we consider geometry in terms of travel between states within a world by incorporating information processing costs with the appropriate spatial distances. This induces a geometry that increasingly differs from the original geometry of the given world as information costs become increasingly important. We visualize this ‘cognitive geometry’ by projecting it onto two- and three-dimensional spaces showing distinct distortions reflecting the emergence of epistemic and information-saving strategies as well as pivot states. The analogies between traditional cost-based geometries and those induced by additional informational costs invite a generalization of the notion of geodesics as cheapest routes towards the notion of infodesics. In this perspective, the concept of infodesics is inspired by the property of geodesics that, travelling from a given start location to a given goal location along a geodesic, not only the goal, but all points along the way are visited at optimal cost from the start.
AB - Traditionally, Euclidean geometry is treated by scientists as a priori and objective. However, when we take the position of an agent, the problem of selecting a best route should also factor in the abilities of the agent, its embodiment and particularly its cognitive effort. In this paper, we consider geometry in terms of travel between states within a world by incorporating information processing costs with the appropriate spatial distances. This induces a geometry that increasingly differs from the original geometry of the given world as information costs become increasingly important. We visualize this ‘cognitive geometry’ by projecting it onto two- and three-dimensional spaces showing distinct distortions reflecting the emergence of epistemic and information-saving strategies as well as pivot states. The analogies between traditional cost-based geometries and those induced by additional informational costs invite a generalization of the notion of geodesics as cheapest routes towards the notion of infodesics. In this perspective, the concept of infodesics is inspired by the property of geodesics that, travelling from a given start location to a given goal location along a geodesic, not only the goal, but all points along the way are visited at optimal cost from the start.
KW - Computer science and artificial intelligence
KW - Research articles
KW - information-regularized Markov decision process
KW - decision sequences
KW - constrained information processing
KW - geometry
KW - cognitive load
UR - http://www.scopus.com/inward/record.url?scp=85143709227&partnerID=8YFLogxK
U2 - 10.1098/rsos.211800
DO - 10.1098/rsos.211800
M3 - Article
C2 - 36483761
SN - 2054-5703
VL - 9
JO - Royal Society Open Science
JF - Royal Society Open Science
IS - 12
M1 - 211800
ER -