Emergence of Stereotypes and Affective Polarization from Belief Network Dynamics
Ozgur Can Seckin, Rachith Aiyappa, Madalina Vlasceanu, Filippo Menczer, Alessandro Flammini, Yong-Yeol Ahn

TL;DR
This paper presents an agent-based model showing how social interaction and internal coherence drive the emergence of stereotypes and affective polarization without underlying factual basis.
Contribution
It introduces a novel belief network model illustrating the formation of stereotypes and polarization through social and cognitive processes.
Findings
Stereotypes can emerge from social and cognitive dynamics without real-world basis.
Shared group identity amplifies affective polarization.
The model demonstrates polarization can occur absent ideological conflicts.
Abstract
Our belief systems are shaped by social processes, such as observations and influence, and by cognitive processes, such as the drive for internal coherence. These processes steer how individual beliefs evolve and become connected. The resulting belief networks contain both causal and associative links, including spurious ones, such as stereotypes. Here, we develop an agent-based model of belief networks that demonstrates how two basic mechanisms -- social interaction and a drive for internal coherence -- can give rise to such stereotypes without any underlying reality. We further demonstrate how stereotypes, when coupled with shared group identity, can give rise to affective polarization, even in the absence of ideological conflicts.
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