Quantum neural networks

被引：70

作者：

Ezhov, AA ^{[1
]}

Ventura, D ^{[1
]}

机构：

[1] Russian Acad Sci, Troitsk Inst Innovat & Fus Res, Dept Math, Troitsk 142092, Moscow Region, Russia

来源：

FUTURE DIRECTIONS FOR INTELLIGENT SYSTEMS AND INFORMATION SCIENCES | 2000年 / 45卷

关键词：

quantum neural networks; associative memory; entanglement; many universes interpretation;

D O I：

10.1007/978-3-7908-1856-7_11

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This chapter outlines the research, development and perspectives of quantum neural networks - a burgeoning new field which integrates classical neurocomputing with quantum computation [I]. It is argued that the study of quantum neural networks may give us both new understanding of brain function as well as unprecedented possibilities in creating new systems for information processing, including solving classically intractable problems, associative memory with exponential capacity and possibly overcoming the limitations posed by the Church-Turing thesis.

引用

页码：213 / 235

页数：23

共 50 条

[31] Quantum Neural Networks Achieving Quantum Algorithms
Nicolay, Delphine
Carletti, Timoteo
[J]. ARTIFICIAL LIFE AND EVOLUTIONARY COMPUTATION, WIVACE 2017, 2018, 830 : 3 - 15
[32] Neural networks as a basis for quantum associative networks
Perus, Mitja
[J]. Neural Network World, 2000, 10 (06) : 1001 - 1013
[33] Quantum neural networks (QNNs): Inherently fuzzy feedforward neural networks
Purushothaman, G
Karayiannis, NB
[J]. ICNN - 1996 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS, VOLS. 1-4, 1996, : 1085 - 1090
[34] Scalable quantum neural networks by few quantum resources
Pastorello, Davide
Blanzieri, Enrico
[J]. INTERNATIONAL JOURNAL OF QUANTUM INFORMATION, 2024, 22 (07)
[35] Design of quantum neuron model for quantum neural networks
Zhang, Yao
Ni, Qiang
[J]. Quantum Engineering, 2021, 3 (03)
[36] Quantum Neural Networks - Our brain as a quantum computer?
Schuld, Maria
Sinayskiy, Ilya
Petruccione, Francesco
[J]. PROCEEDINGS OF SAIP2014: THE 59TH ANNUAL CONFERENCE OF THE SOUTH AFRICAN INSTITUTE OF PHYSICS, 2014, : 608 - 613
[37] Quantum Neural Networks and Topological Quantum Field Theories
Marciano, Antonino
Chen, Deen
Fabrocini, Filippo
Fields, Chris
Greco, Enrico
Gresnigt, Niels
Jinklub, Krid
Lulli, Matteo
Terzidis, Kostas
Zappala, Emanuele
[J]. NEURAL NETWORKS, 2022, 153 : 164 - 178
[38] Hybrid Quantum Convolutional Neural Networks in TensorFlow Quantum
Khurelsukh, Bishrelt
[J]. 2022 33RD IRISH SIGNALS AND SYSTEMS CONFERENCE (ISSC), 2022,
[39] Imperfect Quantum Photonic Neural Networks
Ewaniuk, Jacob
Carolan, Jacques
Shastri, Bhavin J. J.
Rotenberg, Nir
[J]. ADVANCED QUANTUM TECHNOLOGIES, 2023, 6 (03)
[40] Strong generalization in quantum neural networks
Jiang, Jinzhe
Zhao, Yaqian
Li, Rengang
Li, Chen
Guo, Zhenhua
Fan, Baoyu
Li, Xuelei
Li, Ruyang
Zhang, Xin
[J]. QUANTUM INFORMATION PROCESSING, 2023, 22 (12)

← 1 2 3 4 5 →