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Quantum machine learning (QML) has emerged as an important area for Quantum applications, although useful QML applications would require many qubits. Therefore our paper is aimed at exploring the successful application of the Quantum…

量子物理 · 物理学 2020-12-15 Jae-Eun Park , Brian Quanz , Steve Wood , Heather Higgins , Ray Harishankar

Quantum computing has become increasingly practical in solving real-world problems due to advances in hardware and algorithms. In this paper, we aim to design and estimate quantum machine learning and hybrid quantum-classical models in a…

量子物理 · 物理学 2025-07-14 Leyang Wang , Yilun Gong , Zongrui Pei

We study quantum speedups in quantum machine learning (QML) by analyzing the quantum singular value transformation (QSVT) framework. QSVT, introduced by [GSLW, STOC'19, arXiv:1806.01838], unifies all major types of quantum speedup; in…

量子物理 · 物理学 2024-07-30 Ainesh Bakshi , Ewin Tang

Recent empirical evidence suggests that the Weston-Watkins support vector machine is among the best performing multiclass extensions of the binary SVM. Current state-of-the-art solvers repeatedly solve a particular subproblem approximately…

机器学习 · 统计学 2021-06-08 Yutong Wang , Clayton D. Scott

The support vector machine (SVM) is a popular machine learning classification method which produces a nonlinear decision boundary in a feature space by constructing linear boundaries in a transformed Hilbert space. It is well known that…

量子物理 · 物理学 2017-10-31 Rupak Chatterjee , Ting Yu

A quantum machine consisting of interacting linear clusters of atoms is proposed for the 3SAT problem. Each cluster with two relevant states of collective motion can be used to register a Boolean variable. Given any 3SAT Boolean formula the…

量子物理 · 物理学 2008-02-03 Haiqing Wei , Xin Xue

Static verification techniques leverage Boolean formula satisfiability solvers such as SAT and SMT solvers that operate on conjunctive normal form and first order logic formulae, respectively, to validate programs. They force bounds on…

软件工程 · 计算机科学 2014-09-25 Fadi A. Zaraket , Mohamad Noureddine

We propose a new quantifier elimination algorithm for the theory of linear real arithmetic. This algorithm uses as subroutine satisfiability modulo this theory, a problem for which there are several implementations available. The quantifier…

计算机科学中的逻辑 · 计算机科学 2008-09-04 David Monniaux

By using a variant of the quantum inverse scattering method, commutation relations between all elements of the quantum monodromy matrix of bosonic Massive Thirring (BMT) model are obtained. Using those relations, the quantum integrability…

高能物理 - 理论 · 物理学 2009-11-10 Tanaya Bhattacharyya

Many computer vision applications need to recover structure from imperfect measurements of the real world. The task is often solved by robustly fitting a geometric model onto noisy and outlier-contaminated data. However, recent theoretical…

计算机视觉与模式识别 · 计算机科学 2020-10-12 Tat-Jun Chin , David Suter , Shin-Fang Chng , James Quach

We investigate superconformal quantum mechanics (SCQM) on a quantum computer. We study the ground state of the mass deformed SCQM on a quantum computed using the Variational Quantum Eigensolver (VQE) using a one boson and one boson - one…

量子物理 · 物理学 2022-02-22 Yuan Feng , Michael McGuigan , Tristen White

We consider a molecular aggregate consisting of $N$ identical monomers. Each monomer comprises two electronic levels and a single harmonic mode. The monomers interact with each other via dipole-dipole forces. The monomer vibrational modes…

统计力学 · 物理学 2012-04-12 Maxim F. Gelin , Dassia Egorova , Wolfgang Domcke

A quantum computer that stores information on two-state systems called quantum bits or qubits must be able to address and manipulate individual qubits, to effect coherent interactions between pairs of qubits, and to read out the value of…

量子物理 · 物理学 2007-05-23 M. S. Shahriar , P. R. Hemmer , S. Lloyd , J. A. Bowers , A. E. Craig

We consider the extensions of modal transition systems (MTS), namely Boolean MTS and parametric MTS and we investigate the refinement problems over both classes. Firstly, we reduce the problem of modal refinement over both classes to a…

计算机科学中的逻辑 · 计算机科学 2013-04-22 Jan Křetínský , Salomon Sickert

Writing accurate numerical software is hard because of many sources of unavoidable uncertainties, including finite numerical precision of implementations. We present a programming model where the user writes a program in a real-valued…

编程语言 · 计算机科学 2013-09-11 Eva Darulova , Viktor Kuncak

Recent technological advances may lead to the development of small scale quantum computers capable of solving problems that cannot be tackled with classical computers. A limited number of algorithms has been proposed and their relevance to…

量子物理 · 物理学 2020-07-07 Dries Sels , Hesam Dashti , Samia Mora , Olga Demler , Eugene Demler

While quantum computing provides an exponential advantage in solving system of linear equations, there is little work to solve system of nonlinear equations with quantum computing. We propose quantum Newton's method (QNM) for solving…

量子物理 · 物理学 2025-12-29 Cheng Xue , Yu-Chun Wu , Guo-Ping Guo

Constrained-random simulation is the predominant approach used in the industry for functional verification of complex digital designs. The effectiveness of this approach depends on two key factors: the quality of constraints used to…

计算机科学中的逻辑 · 计算机科学 2014-03-26 Supratik Chakraborty , Kuldeep S. Meel , Moshe Y. Vardi

The capacity for solving eigenstates with a quantum computer is key for ultimately simulating physical systems. Here we propose inverse iteration quantum eigensolvers, which exploit the power of quantum computing for the classical inverse…

量子物理 · 物理学 2022-03-09 Min-Quan He , Dan-Bo Zhang , Z. D. Wang

We consider an extended model of quantum computation where a scalable fault-tolerant quantum computer is coupled to one or more ancilla qubits that evolve according to a nonlinear Schr\"odinger equation. Following the approach of Abrams and…

量子物理 · 物理学 2026-05-15 Michael R. Geller , Victoria S. Ordonez , Yohannes Abate