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arXiv:2209.04337 · Physical review. B./Physical review. B

Critical properties of the Anderson transition on random graphs: Two-parameter scaling theory, Kosterlitz-Thouless type flow, and many-body localization

Ignacio García-Mata, John Martin, O. Giraud, Bertrand Georgeot, R. Dubertrand, Gabriel Lemarié

Published Dec 5, 2022• 54 citations
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Abstract

The Anderson transition in random graphs has raised great interest, partly out of the hope that its analogy with the many-body localization (MBL) transition might lead to a better understanding of this hotly debated phenomenon. Unlike the latter, many results for random graphs are now well established, in particular, the existence and precise value of a critical disorder separating a localized from an ergodic delocalized phase. However, the renormalization group flow and the nature of the transition are not well understood. In turn, recent works on the MBL transition have made the remarkable prediction that the flow is of Kosterlitz-Thouless type. In this paper, we show that the Anderson transition on graphs displays the same type of flow. Our work attests to the importance of rare branches along which wave functions have a much larger localization length ${\ensuremath{\xi}}_{\ensuremath{\parallel}}$ than the one in the transverse direction ${\ensuremath{\xi}}_{\ensuremath{\perp}}$. Importantly, these two lengths have different critical behaviors: ${\ensuremath{\xi}}_{\ensuremath{\parallel}}$ diverges with a critical exponent ${\ensuremath{\nu}}_{\ensuremath{\parallel}}=1$, while ${\ensuremath{\xi}}_{\ensuremath{\perp}}$ reaches a finite universal value ${\ensuremath{\xi}}_{\ensuremath{\perp}}^{c}$ at the transition point ${W}_{c}$. Indeed, ${\ensuremath{\xi}}_{\ensuremath{\perp}}^{\ensuremath{-}1}\ensuremath{\approx}{{\ensuremath{\xi}}_{\ensuremath{\perp}}^{c}}^{\ensuremath{-}1}+{\ensuremath{\xi}}^{\ensuremath{-}1}$, with $\ensuremath{\xi}\ensuremath{\sim}{(W\ensuremath{-}{W}_{c})}^{\ensuremath{-}{\ensuremath{\nu}}_{\ensuremath{\perp}}}$ associated with a new critical exponent ${\ensuremath{\nu}}_{\ensuremath{\perp}}=\frac{1}{2}$, where $exp(\ensuremath{\xi})$ controls finite-size effects. The delocalized phase inherits the strongly nonergodic properties of the critical regime at short scales, but is ergodic at large scales, with a unique critical exponent $\ensuremath{\nu}=\frac{1}{2}$. This shows a very strong analogy with the MBL transition: the behavior of ${\ensuremath{\xi}}_{\ensuremath{\perp}}$ is identical to that recently predicted for the typical localization length of MBL in a phenomenological renormalization group flow. We demonstrate these important properties for a small-world complex network model and show the universality of our results by considering different network parameters and different key observables of Anderson localization.

DOI
10.1103/physrevb.106.214202

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The Anderson transition in random graphs has raised great interest, partly out of the hope that its analogy with the many-body localization (MBL) transition might lead to a better understanding of this hotly debated phenomenon. Unlike the latter, many results for random graphs are now well established, in particular, the existence and precise value of a critical disorder separating a localized from an ergodic delocalized phase. However, the renormalization group flow and the nature of the transition are not well understood. In turn, recent works on the MBL transition have made the remarkable prediction that the flow is of Kosterlitz-Thouless type. In this paper, we show that the Anderson transition on graphs displays the same type of flow. Our work attests to the importance of rare branches along which wave functions have a much larger localization length \ensuremathξ\ensuremath∥{\ensuremath{\xi}}_{\ensuremath{\parallel}}\ensuremathξ\ensuremath∥​ than the one in the transverse direction \ensuremathξ\ensuremath⊥{\ensuremath{\xi}}_{\ensuremath{\perp}}\ensuremathξ\ensuremath⊥​. Importantly, these two lengths have different critical behaviors: \ensuremathξ\ensuremath∥{\ensuremath{\xi}}_{\ensuremath{\parallel}}\ensuremathξ\ensuremath∥​ diverges with a critical exponent \ensuremathν\ensuremath∥=1{\ensuremath{\nu}}_{\ensuremath{\parallel}}=1\ensuremathν\ensuremath∥​=1, while \ensuremathξ\ensuremath⊥{\ensuremath{\xi}}_{\ensuremath{\perp}}\ensuremathξ\ensuremath⊥​ reaches a finite universal value \ensuremathξ\ensuremath⊥c{\ensuremath{\xi}}_{\ensuremath{\perp}}^{c}\ensuremathξ\ensuremath⊥c​ at the transition point Wc{W}_{c}Wc​. Indeed, \ensuremathξ\ensuremath⊥\ensuremath−1\ensuremath≈\ensuremathξ\ensuremath⊥c\ensuremath−1+\ensuremathξ\ensuremath−1{\ensuremath{\xi}}_{\ensuremath{\perp}}^{\ensuremath{-}1}\ensuremath{\approx}{{\ensuremath{\xi}}_{\ensuremath{\perp}}^{c}}^{\ensuremath{-}1}+{\ensuremath{\xi}}^{\ensuremath{-}1}\ensuremathξ\ensuremath⊥\ensuremath−1​\ensuremath≈\ensuremathξ\ensuremath⊥c​\ensuremath−1+\ensuremathξ\ensuremath−1, with \ensuremathξ\ensuremath∼(W\ensuremath−Wc)\ensuremath−\ensuremathν\ensuremath⊥\ensuremath{\xi}\ensuremath{\sim}{(W\ensuremath{-}{W}_{c})}^{\ensuremath{-}{\ensuremath{\nu}}_{\ensuremath{\perp}}}\ensuremathξ\ensuremath∼(W\ensuremath−Wc​)\ensuremath−\ensuremathν\ensuremath⊥​ associated with a new critical exponent \ensuremathν\ensuremath⊥=12{\ensuremath{\nu}}_{\ensuremath{\perp}}=\frac{1}{2}\ensuremathν\ensuremath⊥​=21​, where exp(\ensuremathξ)exp(\ensuremath{\xi})exp(\ensuremathξ) controls finite-size effects. The delocalized phase inherits the strongly nonergodic properties of the critical regime at short scales, but is ergodic at large scales, with a unique critical exponent \ensuremathν=12\ensuremath{\nu}=\frac{1}{2}\ensuremathν=21​. This shows a very strong analogy with the MBL transition: the behavior of \ensuremathξ\ensuremath⊥{\ensuremath{\xi}}_{\ensuremath{\perp}}\ensuremathξ\ensuremath⊥​ is identical to that recently predicted for the typical localization length of MBL in a phenomenological renormalization group flow. We demonstrate these important properties for a small-world complex network model and show the universality of our results by considering different network parameters and different key observables of Anderson localization.
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We perform a thorough and complete analysis of the Anderson localization transition on several models of random graphs with regular and random connectivity. The unprecedented precision and abundance of our exact diagonalization data (both spectra and eigenstates), together with new finite size scaling and statistical analysis of the graph ensembles, unveils a universal behavior which is described by two simple, integer, scaling exponents. A by-product of such analysis is a reconciliation of the tension between the results of perturbation theory coming from strong disorder and earlier numerical works, which seemed to suggest that there should be a non-ergodic region above a given value of disorder W_{E} W E which is strictly less than the Anderson localization critical disorder W_C W C , and that of other works which suggest that there is no such region. We find that, although no separate W_{E} W E exists from W_C W C , the length scale at which fully developed ergodicity is found diverges like |W-W_C|^{-1} | W − W C | − 1 , while the critical length over which delocalization develops is \sim |W-W_C|^{-1/2} ∼ | W − W C | − 1 / 2 . The separation of these two scales at the critical point allows for a true non-ergodic, delocalized region. In addition, by looking at eigenstates and studying leading and sub-leading terms in system size-dependence of participation entropies, we show that the former contain information about the non-ergodicity volume which becomes non-trivial already deep in the delocalized regime. We also discuss the quantitative similarities between the Anderson transition on random graphs and many-body localization transition.
This paper shows that the Anderson transition on random graphs has two critical localization lengths, which control the critical behavior of specific observables, and are associated with two different critical exponents (the known ${\ensuremath{\nu}}_{\ensuremath{\parallel}}=1$ for the average localization length ${\ensuremath{\xi}}_{\ensuremath{\parallel}}$ and the new ${\ensuremath{\nu}}_{\ensuremath{\perp}}=0.5$ for the typical localization length ${\ensuremath{\xi}}_{\ensuremath{\perp}}$). The behavior we find for ${\ensuremath{\xi}}_{\ensuremath{\perp}}$ is identical to the recent predictions for the many-body localization transition, strongly suggesting that both transitions belong to the same universality class.
A disordered quantum system can be driven, e.g., by increasing disorder, through the Anderson transition between a delocalized and localized phase. Recently, Anderson localization on treelike graphs has attracted much attention in view of its connections with problems of many-body localization. One of the central questions in this context is that of ergodicity of eigenstates. The authors of this paper perform a numerical study of Anderson transition on random regular graphs (RRGs) with diagonal disorder. The problem can be described as a tight-binding model on a lattice with NNN sites that is locally a tree with constant connectivity. Focusing on the delocalized side of the transition, they show that the data can be interpreted in terms of the finite-size crossover from a small ($N\ensuremath{\ll}{N}_{c}$) to a large ($N\ensuremath{\gg}{N}_{c}$) system, where Nc{N}_{c}Nc​ is the correlation volume diverging exponentially at the transition. A distinct feature of this crossover is a nonmonotonicity of the spectral and wave-function statistics, which is related to properties of the critical phase in the studied model and renders the finite-size analysis highly nontrivial. The results support an analytical prediction that states in the delocalized phase (and at $N\ensuremath{\gg}{N}_{c}$) are ergodic.
Building on recent progress in the study of Anderson and many-body localization via the renormalization group (RG), we examine the scaling theory of localization in the quantum Random Energy Model (QREM). The QREM is known to undergo a localization-delocalization transition at finite energy density, while remaining fully ergodic at the center of the spectrum. At zero energy density, we show that RG trajectories consistently flow toward the ergodic phase, and are characterized by an unconventional scaling of the fractal dimension near the ergodic fixed point. When the disorder amplitude is rescaled, as suggested by the forward scattering approximation approach, a localization transition emerges also at the center of the spectrum, with properties analogous to the Anderson transition on expander graphs. At finite energy density, a localization transition takes place without disorder rescaling, and yet it exhibits a scaling behavior analogous to the one observed on expander graphs. The universality class of the model remains unchanged under the rescaling of the disorder, reflecting the independence of the RG from microscopic details. Our findings demonstrate the robustness of the scaling behavior of random graphs and offer new insights into the many-body localization transition.