Anatomy of the eigenstates distribution: a quest for a genuine
multifractality
- URL: http://arxiv.org/abs/2309.06468v2
- Date: Tue, 12 Dec 2023 16:53:19 GMT
- Title: Anatomy of the eigenstates distribution: a quest for a genuine
multifractality
- Authors: Anton Kutlin and Ivan M. Khaymovich
- Abstract summary: Interest in multifractal phases has risen as they are believed to be present in the Many-Body Localized (MBL) phase.
Several RP-like ensembles with the fat-tailed distributed hopping terms have been proposed, with claims that they host the desired multifractal phase.
- Score: 0.0
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: Motivated by a series of recent works, an interest in multifractal phases has
risen as they are believed to be present in the Many-Body Localized (MBL) phase
and are of high demand in quantum annealing and machine learning. Inspired by
the success of the RosenzweigPorter (RP) model with Gaussian-distributed
hopping elements, several RP-like ensembles with the fat-tailed distributed
hopping terms have been proposed, with claims that they host the desired
multifractal phase. In the present work, we develop a general (graphical)
approach allowing a self-consistent analytical calculation of fractal
dimensions for a generic RP model and investigate what features of the RP
Hamiltonians can be responsible for the multifractal phase emergence. We
conclude that the only feature contributing to a genuine multifractality is the
on-site energies' distribution, meaning that no random matrix model with a
statistically homogeneous distribution of diagonal disorder and uncorrelated
off-diagonal terms can host a multifractal phase.
Related papers
- Convergence of Score-Based Discrete Diffusion Models: A Discrete-Time Analysis [56.442307356162864]
We study the theoretical aspects of score-based discrete diffusion models under the Continuous Time Markov Chain (CTMC) framework.
We introduce a discrete-time sampling algorithm in the general state space $[S]d$ that utilizes score estimators at predefined time points.
Our convergence analysis employs a Girsanov-based method and establishes key properties of the discrete score function.
arXiv Detail & Related papers (2024-10-03T09:07:13Z) - Complexity Measure Diagnostics of Ergodic to Many-Body Localization Transition [0.8192907805418583]
We introduce new diagnostics of the transition between the ergodic and many-body localization phases.
We use these complexity measures to analyze the power-law random banded matrix model.
arXiv Detail & Related papers (2024-04-24T16:00:31Z) - Universal distributions of overlaps from unitary dynamics in generic quantum many-body systems [0.0]
We study the preparation of a quantum state using a circuit of depth $t$ from a factorized state of $N$ sites.
We argue that in the appropriate scaling limit of large $t$ and $N$, the overlap between states evolved under generic many-body chaotic dynamics.
arXiv Detail & Related papers (2024-04-15T18:01:13Z) - Theory of mobility edge and non-ergodic extended phase in coupled random
matrices [18.60614534900842]
The mobility edge, as a central concept in disordered models for localization-delocalization transitions, has rarely been discussed in the context of random matrix theory.
We show that their overlapped spectra and un-overlapped spectra exhibit totally different scaling behaviors, which can be used to construct tunable mobility edges.
Our model provides a general framework to realize the mobility edges and non-ergodic phases in a controllable way in RMT.
arXiv Detail & Related papers (2023-11-15T01:43:37Z) - Localization, fractality, and ergodicity in a monitored qubit [0.5892638927736115]
We study the statistical properties of a single two-level system (qubit) subject to repetitive ancilla-based measurements.
This setup is a fundamental minimal model for exploring the interplay between the unitary dynamics of the system and the nonunitaryity introduced by quantum measurements.
arXiv Detail & Related papers (2023-10-03T12:10:30Z) - Genuine Multipartite Correlations in a Boundary Time Crystal [56.967919268256786]
We study genuine multipartite correlations (GMC's) in a boundary time crystal (BTC)
We analyze both (i) the structure (orders) of GMC's among the subsystems, as well as (ii) their build-up dynamics for an initially uncorrelated state.
arXiv Detail & Related papers (2021-12-21T20:25:02Z) - Dynamical phases in a "multifractal" Rosenzweig-Porter model [0.0]
We present a general theory of survival probability in a random-matrix model.
We identify the exponential, the stretch-exponential and the frozen-dynamics phases.
Our theory allows to compute the shift of apparent phase transition lines at a finite system size.
arXiv Detail & Related papers (2021-06-03T16:12:55Z) - Permutation Invariant Policy Optimization for Mean-Field Multi-Agent
Reinforcement Learning: A Principled Approach [128.62787284435007]
We propose the mean-field proximal policy optimization (MF-PPO) algorithm, at the core of which is a permutation-invariant actor-critic neural architecture.
We prove that MF-PPO attains the globally optimal policy at a sublinear rate of convergence.
In particular, we show that the inductive bias introduced by the permutation-invariant neural architecture enables MF-PPO to outperform existing competitors.
arXiv Detail & Related papers (2021-05-18T04:35:41Z) - Localisation in quasiperiodic chains: a theory based on convergence of
local propagators [68.8204255655161]
We present a theory of localisation in quasiperiodic chains with nearest-neighbour hoppings, based on the convergence of local propagators.
Analysing the convergence of these continued fractions, localisation or its absence can be determined, yielding in turn the critical points and mobility edges.
Results are exemplified by analysing the theory for three quasiperiodic models covering a range of behaviour.
arXiv Detail & Related papers (2021-02-18T16:19:52Z) - Universal Statistics of Vortices in a Newborn Holographic
Superconductor: Beyond the Kibble-Zurek Mechanism [52.77024349608834]
We investigate universal signatures beyond the celebrated Kibble-Zurek mechanism (KZM)
We characterize the distribution of vortices generated in a thermal quench leading to the formation of a holographic superconductor.
arXiv Detail & Related papers (2021-01-06T18:06:40Z) - Kernel and Rich Regimes in Overparametrized Models [69.40899443842443]
We show that gradient descent on overparametrized multilayer networks can induce rich implicit biases that are not RKHS norms.
We also demonstrate this transition empirically for more complex matrix factorization models and multilayer non-linear networks.
arXiv Detail & Related papers (2020-02-20T15:43:02Z)
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.