Kastel, Natalie;
Hesp, Casper;
Ridderinkhof, K Richard;
Friston, Karl J;
(2022)
Small steps for mankind: Modeling the emergence of cumulative culture from joint active inference communication.
Frontiers in Neurorobotics
, 16
, Article 944986. 10.3389/fnbot.2022.944986.
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Abstract
Although the increase in the use of dynamical modeling in the literature on cultural evolution makes current models more mathematically sophisticated, these models have yet to be tested or validated. This paper provides a testable deep active inference formulation of social behavior and accompanying simulations of cumulative culture in two steps: First, we cast cultural transmission as a bi-directional process of communication that induces a generalized synchrony (operationalized as a particular convergence) between the belief states of interlocutors. Second, we cast social or cultural exchange as a process of active inference by equipping agents with the choice of who to engage in communication with. This induces trade-offs between confirmation of current beliefs and exploration of the social environment. We find that cumulative culture emerges from belief updating (i.e., active inference and learning) in the form of a joint minimization of uncertainty. The emergent cultural equilibria are characterized by a segregation into groups, whose belief systems are actively sustained by selective, uncertainty minimizing, dyadic exchanges. The nature of these equilibria depends sensitively on the precision afforded by various probabilistic mappings in each individual's generative model of their encultured niche.
Type: | Article |
---|---|
Title: | Small steps for mankind: Modeling the emergence of cumulative culture from joint active inference communication |
Location: | Switzerland |
Open access status: | An open access version is available from UCL Discovery |
DOI: | 10.3389/fnbot.2022.944986 |
Publisher version: | https://doi.org/10.3389/fnbot.2022.944986 |
Language: | English |
Additional information: | © 2023 Kastel, Hesp, Ridderinkhof and Friston. This is an open-access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/). |
Keywords: | active inference, communication, complex systems, cumulative culture, generalized synchrony, social dynamics |
UCL classification: | UCL UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences > UCL Queen Square Institute of Neurology UCL > Provost and Vice Provost Offices > School of Life and Medical Sciences > Faculty of Brain Sciences > UCL Queen Square Institute of Neurology > Imaging Neuroscience |
URI: | https://discovery-pp.ucl.ac.uk/id/eprint/10164172 |
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