QUANTUM COMPUTATION AND THE EVALUATION OF TENSOR NETWORKS

被引:42
|
作者
Arad, Itai [1 ]
Landau, Zeph [1 ]
机构
[1] Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
关键词
tensor networks; quantum algorithms; statistical mechanical models; COMPLEXITY; JONES; POLYNOMIALS; ALGORITHM; COMPUTERS;
D O I
10.1137/080739379
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We present a quantum algorithm that additively approximates the value of a tensor network to a certain scale. When combined with existing results, this provides a complete problem for quantum computation. The result is a simple new way of looking at quantum computation in which unitary gates are replaced by tensors and time is replaced by the order in which the tensor network is "swallowed." We use this result to derive new quantum algorithms that approximate the partition function of a variety of classical statistical mechanical models, including the Potts model.
引用
收藏
页码:3089 / 3121
页数:33
相关论文
共 50 条
  • [31] Quantum process tomography with unsupervised learning and tensor networks
    Torlai, Giacomo
    Wood, Christopher J.
    Acharya, Atithi
    Carleo, Giuseppe
    Carrasquilla, Juan
    Aolita, Leandro
    NATURE COMMUNICATIONS, 2023, 14 (01)
  • [32] Efficient modeling of superconducting quantum circuits with tensor networks
    Di Paolo, Agustin
    Baker, Thomas E.
    Foley, Alexandre
    Senechal, David
    Blais, Alexandre
    NPJ QUANTUM INFORMATION, 2021, 7 (01)
  • [33] Sequence processing with quantum-inspired tensor networks
    Harvey, Carys
    Yeung, Richie
    Meichanetzidis, Konstantinos
    SCIENTIFIC REPORTS, 2025, 15 (01):
  • [34] Quantum Tensor Networks, Stochastic Processes, and Weighted Automata
    Adhikary, Sandesh
    Srinivasan, Siddarth
    Miller, Jacob
    Rabusseau, Guillaume
    Boots, Byron
    24TH INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND STATISTICS (AISTATS), 2021, 130
  • [35] Simulating quantum circuits using tree tensor networks
    Seitz, Philipp
    Medina, Ismael
    Cruz, Esther
    Huang, Qunsheng
    Mendl, Christian B.
    QUANTUM, 2023, 7
  • [36] Quantum Gauge Networks: A New Kind of Tensor Network
    Slagle, Kevin
    QUANTUM, 2023, 7
  • [37] Efficient modeling of superconducting quantum circuits with tensor networks
    Agustin Di Paolo
    Thomas E. Baker
    Alexandre Foley
    David Sénéchal
    Alexandre Blais
    npj Quantum Information, 7
  • [38] TENSOR NETWORKS AND GRAPHICAL CALCULUS FOR OPEN QUANTUM SYSTEMS
    Wood, Christopher J.
    Biamonte, Jacob D.
    Cory, David G.
    QUANTUM INFORMATION & COMPUTATION, 2015, 15 (9-10) : 759 - 811
  • [39] Quantum error correction and entanglement spectrum in tensor networks
    Ling, Yi
    Liu, Yuxuan
    Xian, Zhuo-Yu
    Xiao, Yikang
    PHYSICAL REVIEW D, 2019, 99 (02)
  • [40] Tensor networks and graphical calculus for open quantum systems
    Wood, Christopher J.
    Biamonte, Jacob D.
    Cory, David G.
    Quantum Information and Computation, 2015, 15 (9-10): : 759 - 811