Stochastic Diversity Stabilization in Nonlinear Competitive Dynamics: Fluctuation Suppression and Relaxation Restructuring

Stochastic forcing can prevent diversity collapse in competitivedynamical systems, yet the quantitative conditions and thedynamical mechanism responsible remain poorly characterized.We address both questions in a class of nonlinear stochasticreplicator dynamics on the $N$-dimensional probability simplex,parameterized by a nonlinearity exponent $\gamma$ and additiveGaussian noise of intensity $\sigma$.Under the baseline interaction, the minimum noise requiredto sustain diversity decays as $\sigma_c \sim N^{-2.31}$;this scaling collapses under superlinear variants,identifying $\alpha \approx 2.31$ as a model-specificquantity rather than a universal index.Scanning the $(\gamma,\sigma)$ plane reveals a smoothdynamical crossover: the fluctuation susceptibility$\chi_H = N\,\mathrm{Var}(H)$ peaks at$\gamma \approx 0.96$ ($\chi_H \approx 0.74$) andis suppressed at high $\gamma$, with no divergencenear $\gamma \approx 1.4$;matched finite-size analysis finds no systematicdivergence of the peak with $N$,ruling out a genuine second-order phase transition.The entropy relaxation time $\tau_\mathrm{relax}(\gamma)$is non-monotonic and mirrors this three-regime landscape,with fast but broadly distributed relaxation at high$\gamma$ attributable to pathway multiplicity acrosstrajectories.These findings identify \emph{nonlinear fluctuationsuppression via pathway multiplicity}---rather thancritical organization---as the operative stabilizationmechanism.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-27
DOI
https://doi.org/10.5281/zenodo.20399304
Primary Topic
stochastic dynamics and bifurcation
Type
preprint
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preprint

Stochastic Diversity Stabilization in Nonlinear Competitive Dynamics: Fluctuation Suppression and Relaxation Restructuring

Ruocun Ou
Zenodo (CERN European Organization for Nuclear Research)
stochastic dynamics and bifurcation
preprint

Stochastic Diversity Stabilization in Nonlinear Competitive Dynamics: Fluctuation Suppression and Relaxation Restructuring

Ruocun Ou
preprint en

Abstract

Stochastic forcing can prevent diversity collapse in competitivedynamical systems, yet the quantitative conditions and thedynamical mechanism responsible remain poorly characterized.We address both questions in a class of nonlinear stochasticreplicator dynamics on the $N$-dimensional probability simplex,parameterized by a nonlinearity exponent $\gamma$ and additiveGaussian noise of intensity $\sigma$.Under the baseline interaction, the minimum noise requiredto sustain diversity decays as $\sigma_c \sim N^{-2.31}$;this scaling collapses under superlinear variants,identifying $\alpha \approx 2.31$ as a model-specificquantity rather than a universal index.Scanning the $(\gamma,\sigma)$ plane reveals a smoothdynamical crossover: the fluctuation susceptibility$\chi_H = N\,\mathrm{Var}(H)$ peaks at$\gamma \approx 0.96$ ($\chi_H \approx 0.74$) andis suppressed at high $\gamma$, with no divergencenear $\gamma \approx 1.4$;matched finite-size analysis finds no systematicdivergence of the peak with $N$,ruling out a genuine second-order phase transition.The entropy relaxation time $\tau_\mathrm{relax}(\gamma)$is non-monotonic and mirrors this three-regime landscape,with fast but broadly distributed relaxation at high$\gamma$ attributable to pathway multiplicity acrosstrajectories.These findings identify \emph{nonlinear fluctuationsuppression via pathway multiplicity}---rather thancritical organization---as the operative stabilizationmechanism.

Zenodo (CERN European Organization for Nuclear Research)
Nanyang Normal University (CN)
Life in Land
stochastic dynamics and bifurcation
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