Integrability and Chaos via fractal analysis of Spectral Form Factors: Gaussian approximations and exact results

TL;DR

This paper explores the chaotic nature of many-body Hamiltonians through fractal analysis of their spectral form factors, establishing connections with random walk theory, Gaussian approximations, and exact moment calculations.

Contribution

It introduces a fractal geometry approach to analyze spectral form factors, proving Gaussian and log-Normal distributions under specific conditions, and provides exact moments for random walks with unequal steps.

Findings

Chaotic Hamiltonians have a Hausdorff dimension approaching 4/3.

Non-integrable models' spectral form factors follow a Gaussian distribution.

Quasi-free Fermionic models exhibit a log-Normal distribution of the SFF.

Abstract

It is well known that the spectral form factor (SFF) of a possibly degenerate many-body Hamiltonian can be identified with a planar random walk taking steps of unequal length. In this paper we push this identification further and propose to study the chaotic content of a Hamiltonian $H$ via its associated random walk seen as a fractal, using the tools of fractal geometry. In particular we conjecture that for chaotic Hamiltonians the Hausdorff dimension of the frontier of the corresponding random walk approaches the universal value $d_F=4/3$ -- the same value obtained when the random walk describes a Wiener process. Our numerical simulations for non-integrable models confirm this expectation while for quasi-free integrable models we obtain a value $d_F = 1$. Additionally, we numerically show that ``Bethe Ansatz walkers'' fall into a category similar to the non-integrable walkers. To motivate this conjecture we consider many-body Hamiltonians with degenerate but rationally independent eigenvalues. We prove that if the degeneracies satisfy certain Lyapunov conditions, the random walk becomes a Wiener process, $d_F=4/3$, and the distribution of the SFF becomes Gaussian. This is the familiar Gaussian approximation for the SFF which we show to be violated at very low temperature. We also compute the moments of the SFF exactly under milder hypotheses thus solving the classical problem of determining the moments of a random walker taking steps of unequal lengths. Finally, we consider quasi-free Fermionic models with possibly degenerate but rationally independent one-particle spectra. We show that in this case the distribution of the SFF becomes log-Normal and also give the exact form of the moments under milder hypotheses.