When Does Population Diversity Matter? A Unified Framework for Binary-Choice Dynamics
arXiv:2507.03665 · doi:10.1103/4db2-7dpd
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.
9 pages, 5 figures, extended Introduction, Modeling framework, and Conclusions, added End Matter and links to the source code repository, major improvements throughout the text, corrected typos
References in corpus (31)
- Contrarian Deterministic Effect: the "Hung Elections Scenario"
- Phase transitions in the q-voter model with two types of stochastic driving
- Majority-vote model on random graphs
- Social Influences in Opinion Dynamics: the Role of Conformity
- Spontaneous emergence of contrarian-like behaviour in an opinion spreading model
- Statistical Physics Of Opinion Formation: is it a SPOOF?
- Pair approximation for the q-voter model with independence on complex networks
- Analytical and numerical study of the non-linear noisy voter model on complex networks
- Chaotic, staggered and polarized dynamics in opinion forming: the contrarian effect
- Majority-vote model on directed Erdos-Renyi random graphs
- Phase transitions in the q-voter model with noise on a duplex clique
- Critical noise of majority-vote model on complex networks
- Phase transitions in the majority-vote model with two types of noises
- Conformism-driven phases of opinion formation on heterogeneous networks: the q-voter model case
- The noisy voter model under the influence of contrarians
- Majority-vote on directed Small-World networks
- Pair approximation for the noisy threshold -voter model
- Homogeneous symmetrical threshold model with nonconformity: independence vs. anticonformity
- Complex dynamics of a nonlinear voter model with contrarian agents
- Herding and idiosyncratic choices: Nonlinearity and aging-induced transitions in the noisy voter model
- Pair approximation for the -voter model with independence on multiplex networks
- Exact solution of the isotropic majority-vote model on complete graphs
- Majority vote model with ancillary noise in complex networks
- A veritable zoology of successive phase transitions in the asymmetric -voter model on multiplex networks
- Pair approximation for the q-voter models with quenched disorder on networks
- In search for the social hysteresis -- the symmetrical threshold model with independence on Watts-Strogatz graphs
- Nonlinear -voter model from the quenched perspective
- Antiferromagnetic majority voter model on square and honeycomb lattices
- Short-time Monte Carlo simulation of the majority-vote model on cubic lattices
- Nonlinear -voter model involving nonconformity on networks
- Symmetric conformity functions make decision-making processes independent of the distribution of learning strategies