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Tensor networks for quantum computing

delete2025-07-30
delete0
PRE
AI
A
A. V. Berezutskii
M
Minzhao Liu
A
Atithi Acharya
R
Roman Ellerbrock
J
Johnnie Gray
R
Reza Haghshenas
Z
Zichang He
A
Abid Khan
V
Viacheslav Kuzmin
D
Dmitry I. Lyakh
D
Danylo Lykov
S
Salvatore Mandrà
C
Christopher Mansell
A
Alexey Melnikov
A
Artem Melnikov
V
Vladimir Mironov
D
Dmitry Morozov
F
Florian Neukart
A
Alberto Nocera
M
Michael A. Perlin
M
Michael Perelshtein
M
Matthew P. Steinberg
R
Ruslan Shaydulin
B
Benjamin Villalonga
M
Markus Pflitsch
M
Marco Pistoia
V
V. M. Vinokur
Y
Yuri Alexeev *
DOI：10.1038/s42254-025-00853-1delete
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摘要

摘要

En 中文
张量网络已成为物理学许多领域的有用工具，特别是在量子信息科学和量子计算中，它们被用于表示和操作量子态和过程。张量网络的原初用途是量子系统的模拟，其中张量网络为结构化系统提供压缩表示。随着量子计算和张量网络研究的进展，大量新的应用正变得日益相关。本技术综述讨论了张量网络的多样化应用，以证明它们是量子计算的重要工具。具体而言，我们总结了张量网络在量子计算各个领域中的应用，包括量子计算的模拟、量子电路综合、量子错误校正与缓解，以及量子机器学习。最后，我们展望了张量网络技术所提供的机遇以及它们未来可能面临的挑战。张量网络为理解和改进量子计算提供了强大工具。本技术综述讨论了在模拟、电路综合、错误校正与缓解以及量子机器学习中的应用。

期刊

Nature Reviews Physics 封面图
Nature Reviews Physics
IF:
39.5
论文数:
204
被引数:
1.2W

机构

Q
quantum artificial intelligence laboratory
学者数:
1
论文数: 1
被引数: 0
C
California Institute of Technology
学者数:
2.9W
论文数: 2.5W
被引数: 4.9W
D
Department of Physics and Astronomy
学者数:
1.7K
论文数: 439
被引数: 5
N
nvidia corporation
学者数:
767
论文数: 439
被引数: 1
N
nanoscience center
学者数:
17
论文数: 7
被引数: 0
I
institut quantique
学者数:
2
论文数: 2
被引数: 0
学者 查看更多机构
引用论文

引用论文

Barren plateaus in quantum tensor network optimization
errQuantum
IF0
err2023-04-13
err0
errOAAI
errEnrique Cervero Martín; Kirill Plekhanov; Michael Lubasch
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Error Mitigation for Short-Depth Quantum Circuits
errPhysical Review Letters
IF0
err2017-11-03
err0
errOAAI
errKristan Temme; Sergey Bravyi; Jay M. Gambetta
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Time-Dependent Variational Principle for Quantum Lattices
errPhysical Review Letters
IF0
err2011-08-10
err0
errOAAI
errJutho Haegeman; J. Ignacio Cirac; Tobias J. Osborne; Iztok Pižorn; Henri Verschelde; Frank Verstraete
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Surpassing Sycamore: Achieving Energetic Superiority Through System-Level Circuit Simulation超越Sycamore：通过系统级电路仿真实现能量优势
errSC24: International Conference for High Performance Computing, Networking, Storage and Analysis
IF0
err2024-11-17
err0
PREAI
errFu,Rong; Su,Zhongling; Zhong,Han-Sen; Zhao,Xiti; Zhang,Jianyang; Pan,Feng; Zhang,Pan; Zhao,Xianhe; Chen,Ming-Cheng; Lu,Chao-Yang; Pan,Jian-Wei; Pei,Zhilin; Zhang,Xingcheng; Ouyang,Wanli
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Gaussian Boson Sampling with Pseudo-Photon-Number-Resolving Detectors and Quantum Computational Advantage
errPhysical Review Letters
IF0
err2023-10-10
err0
errOAAI
errYu-Hao Deng; Yi-Chao Gu; Hua-Liang Liu; Si-Qiu Gong; Hao Su; Zhi-Jiong Zhang; Hao-Yang Tang; Meng-Hao Jia; Jia-Min Xu; Ming-Cheng Chen; Jian Qin; Li-Chao Peng; Jiarong Yan; Yi Hu; Jia Huang; Hao Li; Yuxuan Li; Yaojian Chen; Xiao Jiang; Lin Gan; Guangwen Yang; Lixing You; Li Li; Han-Sen Zhong; Hui Wang; Nai-Le Liu; Jelmer J. Renema; Chao-Yang Lu; Jian-Wei Pan
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Positive Bias Makes Tensor-Network Contraction Tractable正偏置使张量网络收缩可处理
errProceedings of the 57th Annual ACM Symposium on Theory of Computing
IF0
err2025-06-15
err0
PREAI
errJiang,Jiaqing; Chen,Jielun; Schuch,Norbert; Hangleiter,Dominik
err分享
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Photonic quantum simulators光子量子模拟器
errNATURE PHYSICS
IF18.4
err2012-04-02
err800
errOAAI
errAspuru-Guzik, Alan; Walther, Philip
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Conversion of projected entangled pair states into a canonical form
errPHYSICAL REVIEW B
IF3.7
err2019-08-05
err30
errOAAI
errHaghshenas, Reza; O'Rourke, Matthew J.; Chan, Garnet Kin-Lic
err分享
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Quantum Low-Density Parity-Check Codes量子低密度奇偶校验码
errPRX QUANTUM
IF11
err2021-10-11
err114
errOAAI
errBreuckmann, Nikolas P.; Eberhardt, Jens Niklas
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Preparation of Matrix Product States with Log-Depth Quantum Circuits用对数深度量子电路制备矩阵乘积态
errPhysical Review Letters
IF0
err2024-01-24
err0
errOAAI
errDaniel Malz; Georgios Styliaris; Zhi-Yuan Wei; J. Ignacio Cirac
err分享
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