Sparsity dependence of Krylov state complexity in the SYK model
- URL: http://arxiv.org/abs/2407.20569v3
- Date: Sun, 27 Jul 2025 19:35:40 GMT
- Title: Sparsity dependence of Krylov state complexity in the SYK model
- Authors: Raghav G. Jha, Ranadeep Roy,
- Abstract summary: We study the Krylov state complexity of the Sachdev-Ye-Kitaev (SYK) model for $N le 28$ Majorana fermions with $q$-body fermion interaction.<n>We find that the peak value of complexity does not change as we increase $k$ beyond $k ge k_textmin$ at large temperatures.
- Score: 0.0
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: We study the Krylov state complexity of the Sachdev-Ye-Kitaev (SYK) model for $N \le 28$ Majorana fermions with $q$-body fermion interaction with $q=4,6,8$ for a range of sparse parameter $k$ that controls the number of remaining terms in the original SYK model after sparsification. The critical value of $k$ below which the model ceases to be holographic, denoted $k_c$, has been subject of several recent investigations. Using Krylov complexity as a probe, we find that the peak value of complexity does not change as we increase $k$ beyond $k \ge k_{\text{min}}$ at large temperatures. We argue that this behavior is related to the change in the holographic nature of the Hamiltonian in the sparse SYK-type models such that the model is holographic for all $k \ge k_{\text{min}} \approx k_c$. Our results provide a novel way to determine $k_c$ in SYK-type models.
Related papers
- Trotter error and gate complexity of the SYK and sparse SYK models [0.8192907805418583]
We study the Trotter error and gate complexity of the quantum simulation of the SYK model using Lie-Trotter- Suzuki formulas.
We find near-optimal gate complexities for simulating these models using Lie-Trotter- Suzuki formulas.
arXiv Detail & Related papers (2025-02-25T18:16:56Z) - D-commuting SYK model: building quantum chaos from integrable blocks [7.876232078364128]
We study the spectrum of this model analytically in the double-scaled limit.<n>For finite $d$ copies, the spectrum is close to the regular SYK model in UV but has an exponential tail $eE/T_c$ in the IR.<n>We propose the existence of a new phase around $T_c$, and the dynamics should be very different in two phases.
arXiv Detail & Related papers (2024-11-19T19:00:06Z) - 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) - Dissecting Quantum Many-body Chaos in the Krylov Space [8.51823003676739]
We introduce the Krylov metric $K_mn$, which probes the size of the Krylov basis.
We show that $h=varkappa / 2alpha$ is a ratio between the quantum Lyapunov exponent $varkappa$ and the Krylov exponent $alpha$.
arXiv Detail & Related papers (2024-04-12T02:40:29Z) - 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) - A Bosonic Model of Quantum Holography [0.0]
We analyze a model of qubits which we argue has an emergent quantum gravitational description similar to the fermionic Sachdev-Ye-Kitaev (SYK) model.
The model is known as the quantum $q$-spin model because it features $q$-local interactions between qubits.
arXiv Detail & Related papers (2023-11-02T18:04:10Z) - Settling the Sample Complexity of Online Reinforcement Learning [92.02082223856479]
We show how to achieve minimax-optimal regret without incurring any burn-in cost.
We extend our theory to unveil the influences of problem-dependent quantities like the optimal value/cost and certain variances.
arXiv Detail & Related papers (2023-07-25T15:42:11Z) - New insights on the quantum-classical division in light of Collapse
Models [63.942632088208505]
We argue that the division between quantum and classical behaviors is analogous to the division of thermodynamic phases.
A specific relationship between the collapse parameter $(lambda)$ and the collapse length scale ($r_C$) plays the role of the coexistence curve in usual thermodynamic phase diagrams.
arXiv Detail & Related papers (2022-10-19T14:51:21Z) - Krylov complexity in large-$q$ and double-scaled SYK model [0.0]
We compute Krylov complexity and the higher Krylov cumulants in subleading order, along with the $t/q$ effects.
The Krylov complexity naturally describes the "size" of the distribution, while the higher cumulants encode richer information.
The growth of Krylov complexity appears to be "hyperfast", which is previously conjectured to be associated with scrambling in de Sitter space.
arXiv Detail & Related papers (2022-10-05T18:00:11Z) - Sharper Rates and Flexible Framework for Nonconvex SGD with Client and
Data Sampling [64.31011847952006]
We revisit the problem of finding an approximately stationary point of the average of $n$ smooth and possibly non-color functions.
We generalize the $smallsfcolorgreen$ so that it can provably work with virtually any sampling mechanism.
We provide the most general and most accurate analysis of optimal bound in the smooth non-color regime.
arXiv Detail & Related papers (2022-06-05T21:32:33Z) - KL-Entropy-Regularized RL with a Generative Model is Minimax Optimal [70.15267479220691]
We consider and analyze the sample complexity of model reinforcement learning with a generative variance-free model.
Our analysis shows that it is nearly minimax-optimal for finding an $varepsilon$-optimal policy when $varepsilon$ is sufficiently small.
arXiv Detail & Related papers (2022-05-27T19:39:24Z) - Thermalization of many many-body interacting SYK models [0.0]
We investigate the non-equilibrium dynamics of complex Sachdev-Ye-Kitaev (SYK) models in the $qrightarrowinfty$ limit.
A single SYK $qrightarrowinfty$ Hamiltonian for $tgeq 0$ is a perfect thermalizer in the sense that the local Green's function is instantaneously thermal.
arXiv Detail & Related papers (2021-11-16T18:10:20Z) - Satellite galaxy abundance dependency on cosmology in Magneticum
simulations [101.18253437732933]
We build an emulator of satellite abundance based on cosmological parameters.
We find that $A$ and $beta$ depend on cosmological parameters, even if weakly.
We also show that satellite abundance cosmology dependency differs between full-physics (FP) simulations, dark-matter only (DMO) and non-radiative simulations.
arXiv Detail & Related papers (2021-10-11T18:00:02Z) - A Sparse Model of Quantum Holography [0.0]
We study a sparse version of the Sachdev-Ye-Kitaev (SYK) model defined on random hypergraphs constructed either by a random pruning procedure or by randomly sampling regular hypergraphs.
We argue that this sparse SYK model recovers the interesting global physics of ordinary SYK even when $k$ is of order unity.
Our argument proceeds by constructing a path integral for the sparse model which reproduces the conventional SYK path integral plus gapped fluctuations.
arXiv Detail & Related papers (2020-08-05T18:21:42Z) - Model-Based Reinforcement Learning with Value-Targeted Regression [48.92439657407732]
We focus on finite-horizon episodic RL where the transition model $P$ belongs to a known family of models $mathcalP$.
We derive a bound on the regret, which, in the special case of linear mixtures, the regret bound takes the form $tildemathcalO(dsqrtH3T)$.
arXiv Detail & Related papers (2020-06-01T17:47:53Z)
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.