Universality in Anderson localization on random graphs with varying
connectivity
- URL: http://arxiv.org/abs/2205.14614v2
- Date: Wed, 28 Sep 2022 09:30:21 GMT
- Title: Universality in Anderson localization on random graphs with varying
connectivity
- Authors: Piotr Sierant, Maciej Lewenstein, Antonello Scardicchio
- Abstract summary: We show that there should be a non-ergodic region above a given value of disorder $W_E$.
Although no separate $W_E$ exists from $W_C$, the length scale at which fully developed ergodicity is found diverges like $|W-W_C|-1$.
The separation of these two scales at the critical point allows for a true non-ergodic, delocalized region.
- Score: 0.0
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: 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 $W_{E}$ which is strictly
less than the Anderson localization critical disorder $W_C$, and that of other
works which suggest that there is no such region. We find that, although no
separate $W_{E}$ exists from $W_C$, the length scale at which fully developed
ergodicity is found diverges like $|W-W_C|^{-1}$, while the critical length
over which delocalization develops is $\sim |W-W_C|^{-1/2}$. 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.
Related papers
- Identifying General Mechanism Shifts in Linear Causal Representations [58.6238439611389]
We consider the linear causal representation learning setting where we observe a linear mixing of $d$ unknown latent factors.
Recent work has shown that it is possible to recover the latent factors as well as the underlying structural causal model over them.
We provide a surprising identifiability result that it is indeed possible, under some very mild standard assumptions, to identify the set of shifted nodes.
arXiv Detail & Related papers (2024-10-31T15:56:50Z) - Convergence of Unadjusted Langevin in High Dimensions: Delocalization of Bias [13.642712817536072]
We show that as the dimension $d$ of the problem increases, the number of iterations required to ensure convergence within a desired error increases.
A key technical challenge we address is the lack of a one-step contraction property in the $W_2,ellinfty$ metric to measure convergence.
arXiv Detail & Related papers (2024-08-20T01:24:54Z) - KPZ scaling from the Krylov space [83.88591755871734]
Recently, a superdiffusion exhibiting the Kardar-Parisi-Zhang scaling in late-time correlators and autocorrelators has been reported.
Inspired by these results, we explore the KPZ scaling in correlation functions using their realization in the Krylov operator basis.
arXiv Detail & Related papers (2024-06-04T20:57:59Z) - Information-Theoretic Thresholds for Planted Dense Cycles [52.076657911275525]
We study a random graph model for small-world networks which are ubiquitous in social and biological sciences.
For both detection and recovery of the planted dense cycle, we characterize the information-theoretic thresholds in terms of $n$, $tau$, and an edge-wise signal-to-noise ratio $lambda$.
arXiv Detail & Related papers (2024-02-01T03:39:01Z) - Conformal inference for regression on Riemannian Manifolds [49.7719149179179]
We investigate prediction sets for regression scenarios when the response variable, denoted by $Y$, resides in a manifold, and the covariable, denoted by X, lies in Euclidean space.
We prove the almost sure convergence of the empirical version of these regions on the manifold to their population counterparts.
arXiv Detail & Related papers (2023-10-12T10:56:25Z) - Robust extended states in Anderson model on partially disordered random
regular graphs [44.99833362998488]
It is shown that the mobility edge in the spectrum survives in a certain range of parameters $(d,beta)$ at infinitely large uniformly distributed disorder.
The duality in the localization properties between the sparse and extremely dense RRG has been found and understood.
arXiv Detail & Related papers (2023-09-11T18:00:00Z) - Renormalization Group Analysis of the Anderson Model on Random Regular Graphs [0.0]
We present a renormalization group analysis of the problem of Anderson localization on a Random Regular Graph (RRG)
We show that the one- parameter scaling hypothesis is recovered for sufficiently large system sizes for both eigenstates and spectrum observables.
We also explain the non-monotonic behavior of dynamical and spectral quantities as a function of the system size for values of disorder close to the transition.
arXiv Detail & Related papers (2023-06-26T18:00:13Z) - Breaking the chains: extreme value statistics and localization in random
spin chains [0.0]
We first revisit the 1D many-body Anderson insulator through the lens of extreme value theory.
A many-body-induced chain breaking mechanism is explored numerically, and compared to an analytically solvable toy model.
We observe a sharp "extreme-trivial transition" as $W$ changes, which may coincide with the MBL transition.
arXiv Detail & Related papers (2023-05-17T21:20:06Z) - Critical properties of the Anderson transition in random graphs:
two-parameter scaling theory, Kosterlitz-Thouless type flow and many-body
localization [21.281361743023403]
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.
This shows a very strong analogy with the MBL transition.
arXiv Detail & Related papers (2022-09-09T14:50:56Z) - Anisotropy-mediated reentrant localization [62.997667081978825]
We consider a 2d dipolar system, $d=2$, with the generalized dipole-dipole interaction $sim r-a$, and the power $a$ controlled experimentally in trapped-ion or Rydberg-atom systems.
We show that the spatially homogeneous tilt $beta$ of the dipoles giving rise to the anisotropic dipole exchange leads to the non-trivial reentrant localization beyond the locator expansion.
arXiv Detail & Related papers (2020-01-31T19:00:01Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.