Graph algorithms with neutral atom quantum processors

IF 2.6 3区 物理与天体物理 Q2 PHYSICS, NUCLEAR The European Physical Journal A Pub Date : 2024-09-06 DOI:10.1140/epja/s10050-024-01385-5
Constantin Dalyac, Lucas Leclerc, Louis Vignoli, Mehdi Djellabi, Wesley da Silva Coelho, Bruno Ximenez, Alexandre Dareau, Davide Dreon, Vincent E. Elfving, Adrien Signoles, Louis-Paul Henry, Loïc Henriet
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Abstract

Neutral atom technology has steadily demonstrated significant theoretical and experimental advancements, positioning itself as a front-runner platform for running quantum algorithms. One unique advantage of this technology lies in the ability to reconfigure the geometry of the qubit register, from shot to shot. This unique feature makes possible the native embedding of graph-structured problems at the hardware level, with profound consequences for the resolution of complex optimization and machine learning tasks. By driving qubits, one can generate processed quantum states which retain graph complex properties. These states can then be leveraged to offer direct solutions to problems or as resources in hybrid quantum-classical schemes. In this paper, we review the advancements in quantum algorithms for graph problems running on neutral atom Quantum Processing Units (QPUs), and discuss recently introduced embedding and problem-solving techniques. In addition, we clarify ongoing advancements in hardware, with an emphasis on enhancing the scalability, controllability and computation repetition rate of neutral atom QPUs.

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使用中性原子量子处理器的图算法
中性原子技术在理论和实验方面不断取得重大进展,已成为运行量子算法的领先平台。这项技术的一个独特优势在于,它能够在每次拍摄时重新配置量子位寄存器的几何形状。这一独特的功能使得在硬件层面嵌入图结构问题成为可能,从而对解决复杂的优化和机器学习任务产生深远影响。通过驱动量子比特,可以生成保留图复杂特性的处理过的量子态。这些状态可以直接用于解决问题,或作为混合量子-经典方案中的资源。在本文中,我们回顾了在中性原子量子处理单元(QPU)上运行的图问题量子算法的进展,并讨论了最近引入的嵌入和问题解决技术。此外,我们还阐明了硬件方面正在取得的进展,重点是提高中性原子量子处理单元的可扩展性、可控性和计算重复率。
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来源期刊
The European Physical Journal A
The European Physical Journal A 物理-物理:核物理
CiteScore
5.00
自引率
18.50%
发文量
216
审稿时长
3-8 weeks
期刊介绍: Hadron Physics Hadron Structure Hadron Spectroscopy Hadronic and Electroweak Interactions of Hadrons Nonperturbative Approaches to QCD Phenomenological Approaches to Hadron Physics Nuclear and Quark Matter Heavy-Ion Collisions Phase Diagram of the Strong Interaction Hard Probes Quark-Gluon Plasma and Hadronic Matter Relativistic Transport and Hydrodynamics Compact Stars Nuclear Physics Nuclear Structure and Reactions Few-Body Systems Radioactive Beams Electroweak Interactions Nuclear Astrophysics Article Categories Letters (Open Access) Regular Articles New Tools and Techniques Reviews.
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