When Does Population Diversity Matter? A Unified Framework for Binary-Choice Dynamics.

We propose a modeling framework for binary-choice dynamics in which agents update their states using two mechanisms selected based on individual preference drawn from an arbitrary distribution. We compare annealed dynamics, where preferences change over time, and quenched dynamics, where they remain fixed. Our framework bridges gaps between existing models and provides a systematic approach to assess when individual-level diversity affects collective dynamics and when it can be effectively ignored. We identify a constraint on transition probabilities that makes annealed and quenched dynamics equivalent. We show that when this condition is satisfied, the quenched dynamics reduces to a one-dimensional system, ruling out oscillatory behavior that may otherwise emerge.

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Publication Details

Journal
PubMed
Published
2025-11-21
DOI
https://doi.org/10.1103/4db2-7dpd
Citations
1
Primary Topic
Game Theory and Applications
Type
article
Field-Weighted Citation Impact
2.11
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article

When Does Population Diversity Matter? A Unified Framework for Binary-Choice Dynamics.

J. F. F. Mendes, Arkadiusz Jędrzejewski
1 citations
PubMed
Game Theory and Applications
2.11
article

When Does Population Diversity Matter? A Unified Framework for Binary-Choice Dynamics.

J. F. F. Mendes, Arkadiusz Jędrzejewski
article en
1 citations

Abstract

We propose a modeling framework for binary-choice dynamics in which agents update their states using two mechanisms selected based on individual preference drawn from an arbitrary distribution. We compare annealed dynamics, where preferences change over time, and quenched dynamics, where they remain fixed. Our framework bridges gaps between existing models and provides a systematic approach to assess when individual-level diversity affects collective dynamics and when it can be effectively ignored. We identify a constraint on transition probabilities that makes annealed and quenched dynamics equivalent. We show that when this condition is satisfied, the quenched dynamics reduces to a one-dimensional system, ruling out oscillatory behavior that may otherwise emerge.

PubMedVol. 135(21)
University of Aveiro (PT)
Openalex Percentile: Top 9%
Game Theory and Applications
2.11
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