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Motivated by the recent advances in the field of quantum computing, quantum systems are modelled and analyzed as networks of decentralized quantum nodes which employ distributed quantum consensus algorithms for coordination. In the…

系统与控制 · 计算机科学 2015-11-27 Saber Jafarizadeh

Classical or quantum physical systems can simulate the Ising Hamiltonian for large-scale optimization and machine learning. However, devices such as quantum annealers and coherent Ising machines suffer an exponential drop in the probability…

光学 · 物理学 2024-01-09 Marcello Calvanese Strinati , Claudio Conti

Large-scale quantum devices provide insights beyond the reach of classical simulations. However, for a reliable and verifiable quantum simulation, the building blocks of the quantum device require exquisite benchmarking. This benchmarking…

量子物理 · 物理学 2022-02-16 Agnes Valenti , Guliuxin Jin , Julian Léonard , Sebastian D. Huber , Eliska Greplova

Quantum process characterization is a fundamental task in quantum information processing, yet conventional methods, such as quantum process tomography, require prohibitive resources and lack scalability. Here, we introduce an efficient…

量子物理 · 物理学 2025-04-11 Yusen Wu , Yukun Zhang , Chuan Wang , Xiao Yuan

We consider error suppression schemes in which quantum information is encoded into the ground subspace of a Hamiltonian comprising a sum of commuting terms. Since such Hamiltonians are gapped they are considered natural candidates for…

量子物理 · 物理学 2015-01-09 Iman Marvian , Daniel A. Lidar

The optimal control of a mechanical system is of crucial importance in many realms. Typical examples are the determination of a time-minimal path in vehicle dynamics, a minimal energy trajectory in space mission design, or optimal motion…

最优化与控制 · 数学 2008-10-09 S. Ober-Bloebaum , O. Junge , J. E. Marsden

Without wasting time and effort on philosophical justifications and implications, we write down the conditions for the Hamiltonian of a quantum system for rendering it mathematically equivalent to a deterministic system. These are the…

量子物理 · 物理学 2020-06-09 Gerard t Hooft

We study the fundamental problem of high-dimensional mean estimation in a robust model where a constant fraction of the samples are adversarially corrupted. Recent work gave the first polynomial time algorithms for this problem with…

机器学习 · 计算机科学 2018-11-26 Yu Cheng , Ilias Diakonikolas , Rong Ge

The analysis of symmetry in quantum systems is of utmost theoretical importance, useful in a variety of applications and experimental settings, and is difficult to accomplish in general. Symmetries imply conservation laws, which partition…

量子物理 · 物理学 2023-10-20 Caleb Rotello , Eric B. Jones , Peter Graf , Eliot Kapit

This survey addresses sampling discretization and its connections with other areas of mathematics. The survey concentrates on sampling discretization of norms of elements of finite-dimensional subspaces. We present here known results on…

泛函分析 · 数学 2022-02-11 B. Kashin , E. Kosov , I. Limonova , V. Temlyakov

We focus on semiparametric regression that has played a central role in statistics, and exploit the powerful learning ability of deep neural networks (DNNs) while enabling statistical inference on parameters of interest that offers…

统计理论 · 数学 2025-04-29 Shunxing Yan , Ziyuan Chen , Fang Yao

We develop a mathematical framework for quantum time transfer based on commuting families of Hamiltonians and synchronization observables. The synchronization subspace is defined as the kernel of a difference operator between local clocks,…

量子物理 · 物理学 2025-10-09 Nicholas R. Allgood

We have applied a machine learning algorithm to predict the emergence of environment-induced spontaneous synchronization between two qubits in an open system setting. In particular, we have considered three different models, encompassing…

We present a quantum algorithm for simulating the dynamics of a first-quantized Hamiltonian in real space based on the truncated Taylor series algorithm. We avoid the possibility of singularities by applying various cutoffs to the system…

量子物理 · 物理学 2017-07-07 Ian D. Kivlichan , Nathan Wiebe , Ryan Babbush , Alan Aspuru-Guzik

Using canonical quantisation, and eschewing the Schwinger-Keldysh path integral, we derive a version of the Worldline Quantum Field Theory (WQFT) formalism suitable for both scattering and bound configurations of the classical two-body…

高能物理 - 理论 · 物理学 2026-03-06 Riccardo Gonzo , Gustav Mogull

We introduce a self-consistent mean-field quantum optimization algorithm that approximates the ground state of classical Ising Hamiltonians. The algorithm decomposes the problem into independent subproblems and treats the interactions…

量子物理 · 物理学 2026-03-11 Maxime Dupont , Bhuvanesh Sundar , Meenambika Gowrishankar

Recently, there has been an increasing interest in modelling and computation of physical systems with neural networks. Hamiltonian systems are an elegant and compact formalism in classical mechanics, where the dynamics is fully determined…

数值分析 · 数学 2022-06-28 Elena Celledoni , Andrea Leone , Davide Murari , Brynjulf Owren

The fastest quantum algorithms (for the solution of classical computational tasks) known so far are basically variations of the hidden subgroup problem with {$f(U[x])=f(x)$}. Following a discussion regarding which tasks might be solved…

量子物理 · 物理学 2007-05-23 R. Schützhold , W. G. Unruh

Recently, continuous-time dynamical systems have proved useful in providing conceptual and quantitative insights into gradient-based optimization, widely used in modern machine learning and statistics. An important question that arises in…

最优化与控制 · 数学 2021-04-29 Guilherme França , Michael I. Jordan , René Vidal

We theoretically identify observable consequences of spatial and spin symmetries on the dynamics of a small XXZ quantum simulator. Our proposed protocol relies on the choice of suitable initial states, and involves the measurement scheme…

量子物理 · 物理学 2026-04-08 D. J. Papoular