Population Intelligence: Smallest-Model Numerical Experiment
Abstract
We introduce a minimal individual based model for population intelligence that retains three structures absent from standard single agent descriptions: a manifold valued intelligence state, endogenous population turnover, and heritable lineage dependent reproductive fitness. The validated S^1 intelligence diffusion was extended with neutral logistic birth death dynamics. Each individual occupies an angle on the circle S^1; noisy mean field attraction produces collective synchronization; logistic birth death dynamics regulate population size; and reproductive rates can depend on lineage and position relative to designated safe or unsafe directions. This nested construction is intentionally small enough to admit an analytic equilibrium benchmark while remaining capable of selection, invasion, and safety transitions. Population size returned toward carrying capacity from (N(0)=200,800,1600), with tail means (775.7,800.3,805.1) for K=800. Across K=100 to 1600, the intelligence equilibrium error scaled as K^{-0.513} , consistent with the canonical K^{-1/2} fluctuation rate, while the extinction rate was zero in 120 runs over the simulated horizon. The mean order parameter remained close to the original theoretical (r*=0.7242), as neutral demography predicts. Directional reproductive selection shifts a safety score to +0.7447 or -0.7448 while synchronization remains approximately 0.75, demonstrating that coordination is not equivalent to safety. These are controlled numerical results, not asymptotic proofs.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 0
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Behavioral syndromes can reduce population density: behavior and demographic heterogeneity
Bruce Kendall, Gordon A Fox, Joseph P Stover·bioRxiv·Sep 5, 2016
- A mechanistic model of the S-shaped population growth
Lev V. Kalmykov·bioRxiv·Dec 3, 2014
- Allee dynamics: growth, extinction and range expansion
I. Bose, M. Pal, C. Karmakar·bioRxiv·Jan 5, 2017
- Effects of demographic stochasticity and life-history strategies on times and probabilities to fixation: an individual-based model
D. Abu Awad, C. Coron·bioRxiv·Oct 21, 2017
- Revisiting the effect of population size on cumulative cultural evolution
Ryan Baldini·bioRxiv·Dec 31, 2013
- Spatial patterns emerging from a stochastic process near criticality
F. Peruzzo, M. Mobilia, S. Azaele·bioRxiv·Jul 22, 2019