Molchanov's Formula and Quantum Walks: A Probabilistic Approach
- URL: http://arxiv.org/abs/2601.01071v1
- Date: Sat, 03 Jan 2026 04:57:05 GMT
- Title: Molchanov's Formula and Quantum Walks: A Probabilistic Approach
- Authors: Hoang Vu,
- Abstract summary: We first adapt Molchanov formula, originally employed in the study of Schrodinger operators on multidimensional integer lattice, to characterize the evolution of continuous time quantum walks.<n>We develop a probabilistic method to represent discrete time quantum walks on an infinite integer line, bypassing the locality constraints that typically inhibit direct application of Molchanov formula.<n>Our results suggest that this lens offer a powerful alternative for learning multidimensional quantum walks and provides new analytical pathways for investigating quantum systems via classical processes.
- Score: 0.0
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: This paper establishes a robust link between quantum dynamics and classical ones by deriving probabilistic representation for both continuous time and discrete time quantum walks. We first adapt Molchanov formula, originally employed in the study of Schrodinger operators on multidimensional integer lattice, to characterize the evolution of continuous time quantum walks. Extending this framework, we develop a probabilistic method to represent discrete time quantum walks on an infinite integer line, bypassing the locality constraints that typically inhibit direct application of Molchanov formula. The validity of our representation is empirically confirmed through a benchmark analysis of the Hadamard walk, demonstrating high fidelity with traditional unitary evolution. Our results suggest that this probabilistic lens offer a powerful alternative for learning multidimensional quantum walks and provides new analytical pathways for investigating quantum systems via classical stochastic processes.
Related papers
- Stochastic Quantum Information Geometry and Speed Limits at the Trajectory Level [35.18016233072556]
We bridge the gap between quantum information geometry and thermodynamics by introducing the Conditional Quantum Fisher Information (CQFI)<n>We show that the CQFI admits a decomposition into incoherent (population) and coherent (basis rotation) contributions, augmented by a transient interference cross-term absent at the ensemble level.
arXiv Detail & Related papers (2026-01-18T16:23:26Z) - Path integral approach to quantum thermalization [39.25860941747971]
We introduce a quasiclassical Green function approach describing the unitary yet irreversible dynamics of quantum systems.<n>We show that it is capable of describing a wide range of system classes and disorder models.<n>We present our formalism in a self-contained and pedagogical manner, aiming to provide a transferable toolbox for the first-principles description of many-body chaotic quantum systems.
arXiv Detail & Related papers (2025-09-07T12:10:48Z) - Quantum neural ordinary and partial differential equations [38.77776626953413]
We present a unified framework that brings the continuous-time formalism of classical neural ODEs/PDEs into quantum machine learning and quantum control.<n>We define QNODEs as the evolution of finite-dimensional quantum systems, and QNPDEs as infinite-dimensional (continuous-variable) counterparts.
arXiv Detail & Related papers (2025-08-24T18:43:44Z) - Simulating discrete-time quantum walk with urn model [0.0]
Urn models have long been used to study computation processes, probability distributions, and reinforcement dynamics.<n>Meanwhile, discrete time quantum walks (DTQW) serve as fundamental components in quantum computation and quantum information theory.<n>This work explores a novel connection between an urn model and discrete-time quantum walks, focusing on how urn-based processes can provide insights into quantum state evolution and algorithmic behavior.
arXiv Detail & Related papers (2025-06-07T18:54:09Z) - Recurrence in discrete-time quantum stochastic walks [0.0]
We analyze the discrete-time quantum recurrence walk on a line.<n>We find that randomness can reduce the recurrence probability.<n>Our results show that for certain tasks discrete-time quantum walks outperform both classical random walks and unitary quantum walks.
arXiv Detail & Related papers (2025-01-15T09:06:13Z) - Time-dependent Neural Galerkin Method for Quantum Dynamics [39.63609604649394]
We introduce a classical computational method for quantum dynamics that relies on a global-in-time variational principle.<n>Our scheme computes the entire state trajectory over a finite time window by minimizing a loss function that enforces the Schr"odinger's equation.<n>We showcase the method by simulating global quantum quenches in the paradigmatic Transverse-Field Ising model in both 1D and 2D.
arXiv Detail & Related papers (2024-12-16T13:48:54Z) - Quantum Dissipative Search via Lindbladians [0.0]
We analyze a purely dissipative quantum random walk on an unstructured classical search space.<n>We show that certain jump operators make the quantum process replicate a classical one, while others yield differences between open quantum (OQRW) and classical random walks.<n>We also clarify a previously observed quadratic speedup, demonstrating that OQRWs are no more efficient than classical search.
arXiv Detail & Related papers (2024-07-16T14:39:18Z) - Sampling, rates, and reaction currents through reverse stochastic
quantization on quantum computers [0.0]
We show how to tackle the problem using a suitably quantum computer.
We propose a hybrid quantum-classical sampling scheme to escape local minima.
arXiv Detail & Related papers (2021-08-25T18:04:52Z) - Time-inhomogeneous Quantum Walks with Decoherence on Discrete Infinite
Spaces [0.2538209532048866]
Recently, a unified time-inhomogeneous coin-turning random walk with rescaled limiting distributions, Bernoulli, uniform, arcsine and semicircle laws as parameter varies have been obtained.
We obtained a representation theorem for time-inhomogeneous quantum walk on discrete infinite state space.
The convergence of the distributions of the decoherent quantum walks are numerically estimated.
arXiv Detail & Related papers (2021-04-19T07:50:52Z) - Preparing random states and benchmarking with many-body quantum chaos [48.044162981804526]
We show how to predict and experimentally observe the emergence of random state ensembles naturally under time-independent Hamiltonian dynamics.
The observed random ensembles emerge from projective measurements and are intimately linked to universal correlations built up between subsystems of a larger quantum system.
Our work has implications for understanding randomness in quantum dynamics, and enables applications of this concept in a wider context.
arXiv Detail & Related papers (2021-03-05T08:32:43Z) - Bernstein-Greene-Kruskal approach for the quantum Vlasov equation [91.3755431537592]
The one-dimensional stationary quantum Vlasov equation is analyzed using the energy as one of the dynamical variables.
In the semiclassical case where quantum tunneling effects are small, an infinite series solution is developed.
arXiv Detail & Related papers (2021-02-18T20:55:04Z) - From a quantum theory to a classical one [117.44028458220427]
We present and discuss a formal approach for describing the quantum to classical crossover.
The method was originally introduced by L. Yaffe in 1982 for tackling large-$N$ quantum field theories.
arXiv Detail & Related papers (2020-04-01T09:16:38Z)
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.