English

Nature vs. Nurture: Predictability in Low-Temperature Ising Dynamics

Statistical Mechanics 2013-10-25 v2

Abstract

Consider a dynamical many-body system with a random initial state subsequently evolving through stochastic dynamics. What is the relative importance of the initial state ("nature") vs. the realization of the stochastic dynamics ("nurture") in predicting the final state? We examined this question for the two-dimensional Ising ferromagnet following an initial deep quench from T=T=\infty to T=0T=0. We performed Monte Carlo studies on the overlap between "identical twins" raised in independent dynamical environments, up to size L=500L=500. Our results suggest an overlap decaying with time as tθht^{-\theta_h} with θh=0.22±0.02\theta_h = 0.22 \pm 0.02; the same exponent holds for a quench to low but nonzero temperature. This "heritability exponent" may equal the persistence exponent for the 2D Ising ferromagnet, but the two differ more generally.

Keywords

Cite

@article{arxiv.1305.3667,
  title  = {Nature vs. Nurture: Predictability in Low-Temperature Ising Dynamics},
  author = {J. Ye and J. Machta and C. M. Newman and D. L. Stein},
  journal= {arXiv preprint arXiv:1305.3667},
  year   = {2013}
}

Comments

5 pages, 3 figures; new version includes results for nonzero temperature

R2 v1 2026-06-22T00:17:20.937Z