Quantum generation of neural networks

被引:0
|
作者
de Garis, H [1 ]
Sriram, R [1 ]
Zhang, ZJ [1 ]
机构
[1] Utah State Univ, Dept Comp Sci, Brain Builder Grp, Logan, UT 84322 USA
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper shows how the new field of quantum computing can be applied to the creation of neural network circuits. Quantum computing is capable of processing huge numbers of quantum states simultaneously, in parallel, ("quantum parallelism"). In theory, QC ought to be able to process all possible points in a 2(N) search space (of N bit bitstrings). If N is large, 2(N) is gigantic, making a systematic search with a classical computer impossible. This paper presents an extended example of a simple QC algorithm applied to the generation of neural network circuits.
引用
收藏
页码:2589 / 2593
页数:5
相关论文
共 50 条
  • [31] Solving Quantum Channel Discrimination Problem with Quantum Networks and Quantum neural Networks
    Qiu, Peng-Hui
    Chen, Xiao-Guang
    Shi, Yi-Wei
    IEEE ACCESS, 2019, 7 : 50214 - 50222
  • [32] Quantum optimization for training quantum neural networks
    Liao, Yidong
    Hsieh, Min-Hsiu
    Ferrie, Chris
    QUANTUM MACHINE INTELLIGENCE, 2024, 6 (01)
  • [33] Quantum data parallelism in quantum neural networks
    Wu, Sixuan
    Zhang, Yue
    Li, Jian
    PHYSICAL REVIEW RESEARCH, 2025, 7 (01):
  • [34] Quantum activation functions for quantum neural networks
    Marco Maronese
    Claudio Destri
    Enrico Prati
    Quantum Information Processing, 21
  • [35] Neural networks with quantum architecture and quantum learning
    Panella, Massimo
    Martinelli, Giuseppe
    INTERNATIONAL JOURNAL OF CIRCUIT THEORY AND APPLICATIONS, 2011, 39 (01) : 61 - 77
  • [36] Quantum activation functions for quantum neural networks
    Maronese, Marco
    Destri, Claudio
    Prati, Enrico
    QUANTUM INFORMATION PROCESSING, 2022, 21 (04)
  • [37] Quantum Neural Networks Achieving Quantum Algorithms
    Nicolay, Delphine
    Carletti, Timoteo
    ARTIFICIAL LIFE AND EVOLUTIONARY COMPUTATION, WIVACE 2017, 2018, 830 : 3 - 15
  • [38] Neural networks as a basis for quantum associative networks
    Perus, Mitja
    Neural Network World, 2000, 10 (06) : 1001 - 1013
  • [39] Echo-evolution data generation for quantum error mitigation via neural networks
    Babukhin, Danila
    QUANTUM INFORMATION PROCESSING, 2024, 23 (12)
  • [40] Quantum neural networks (QNNs): Inherently fuzzy feedforward neural networks
    Purushothaman, G
    Karayiannis, NB
    ICNN - 1996 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS, VOLS. 1-4, 1996, : 1085 - 1090