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Universality of order statistics for Brownian reshuffling

Zdzislaw Burda1,*, Mario Kieburg2,†, and Tomasz Maciocha1,‡

  • 1Faculty of Physics and Applied Computer Science, al. Mickiewicza 30, AGH University, 30-059 Kraków, Poland
  • 2School of Mathematics and Statistics, University of Melbourne, 813 Swanston Street, Parkville, Melbourne, Victoria 3010, Australia

  • *Contact author: zdzislaw.burda@agh.edu.pl
  • †Contact author: m.kieburg@unimelb.edu.au
  • ‡Contact author: tomasz.maciocha@agh.edu.pl

Phys. Rev. E 114, 014130 – Published 16 July, 2026

DOI: https://doi.org/10.1103/q2jj-5flv

Abstract

We discuss the order statistics of the particle positions of a gas of N identical independent particles performing Brownian motion in one dimension in a potential that asymptotically behaves like V(x)∼xγ for x→+∞, with a positive power γ>0. We show that in the stationary state, the order statistics that describe how the leaders are reshuffled are universal and independent of γ. What depends on γ is the timescale of the leaders' reshuffling, which scales as a power of the logarithm of the population size: t∼(lnN)2(1−γ)γτ, where τ is of order one. We derive the probability that the particle which has the k-th largest value of x at some time t1 will have the j-th largest value at time t2=t1+t in the form of an explicit expression for the generating function for the reshuffling probabilities for all k≥1 and j≥1. The generating function, expressed in scaled time τ, is independent of γ. In particular, we show that the average percentage overlap coefficient of leader lists takes the universal, γ-independent form erfc(τ) for long lists.

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