Continuous-variable quantum neural networks

Continuous-variable quantum neural networks

We introduce a general method for building neural networks on quantum computers. The quantum neural network is a variational quantum circuit built in the continuous-variable (CV) architecture, which encodes quantum information in continuous degrees of freedom such as the amplitudes of the electromag...

Full description

Bibliographic Details
Main Authors:	Nathan Killoran, Thomas R. Bromley, Juan Miguel Arrazola, Maria Schuld, Nicolás Quesada, Seth Lloyd
Format:	Article
Language:	English
Published:	American Physical Society 2019-10-01
Series:	Physical Review Research
Online Access:	http://doi.org/10.1103/PhysRevResearch.1.033063

Similar Items

Continuous-variable quantum neural networks
by: Killoran, Nathan, et al.
Published: (2020)

Transfer learning in hybrid classical-quantum neural networks
by: Andrea Mari, et al.
Published: (2020-10-01)

Is Quantum Advantage the Right Goal for Quantum Machine Learning?
by: Maria Schuld, et al.
Published: (2022-07-01)

Universal quantum circuits for quantum chemistry
by: Juan Miguel Arrazola, et al.
Published: (2022-06-01)

Variational Quantum Optimization of Nonlocality in Noisy Quantum Networks
by: Brian Doolittle, et al.
Published: (2023-01-01)

Quantum Hopfield neural network
by: Rebentrost, Patrick, et al.
Published: (2018)

Fast quantum circuit cutting with randomized measurements
by: Angus Lowe, et al.
Published: (2023-03-01)

Atmospheric continuous-variable quantum communication
by: B Heim, et al.
Published: (2014-01-01)

Continuous-variable quantum enigma machines for long-distance key distribution
by: Lupo, Cosmo, et al.
Published: (2015)

Quantum-inspired algorithms in practice
by: Arrazola, Juan Miguel, et al.
Published: (2022)

Quantum-inspired algorithms in practice
by: Juan Miguel Arrazola, et al.
Published: (2020-08-01)

Quantum algorithm for nonhomogeneous linear partial differential equations
by: Arrazola, Juan Miguel, et al.
Published: (2021)

Confidential Direct Communications: A Quantum Approach Using Continuous Variables
by: Mancini, Stefano, et al.
Published: (2010)

Quantum gradient descent and Newton’s method for constrained polynomial optimization
by: Patrick Rebentrost, et al.
Published: (2019-01-01)

Strawberry Fields: A Software Platform for Photonic Quantum Computing
by: Nathan Killoran, et al.
Published: (2019-03-01)

Phase Compensation for Continuous Variable Quantum Key Distribution Based on Convolutional Neural Network
by: Zhuangzhuang Xing, et al.
Published: (2022-06-01)

Exact simulation of Gaussian boson sampling in polynomial space and exponential time
by: Nicolás Quesada, et al.
Published: (2020-04-01)

Quantum Natural Gradient
by: James Stokes, et al.
Published: (2020-05-01)

Entanglement formation in continuous-variable random quantum networks
by: Bingzhi Zhang, et al.
Published: (2021-02-01)

Exact and approximate continuous-variable gate decompositions
by: Timjan Kalajdzievski, et al.
Published: (2021-02-01)

Neural Network-Powered Nonlinear Compensation Framework for High-Speed Continuous Variable Quantum Key Distribution
by: Hang Zhang, et al.
Published: (2022-01-01)

Quantum information with continuous variables of atoms and light /
by: 286496 Cerf, N. J., et al.
Published: (2007)

Multipartite Continuous Variable Quantum Conferencing Network with Entanglement in the Middle
by: Zhaoyuan Zhang, et al.
Published: (2018-08-01)

Here comes the SU(N): multivariate quantum gates and gradients
by: Roeland Wiersema, et al.
Published: (2024-03-01)

Neural-network quantum states for periodic systems in continuous space
by: Gabriel Pescia, et al.
Published: (2022-05-01)

Learning to represent continuous variables in heterogeneous neural networks
by: Ran Darshan, et al.
Published: (2022-04-01)

Generalization despite overfitting in quantum machine learning models
by: Evan Peters, et al.
Published: (2023-12-01)

Detecting quantum capacities of continuous-variable quantum channels
by: Ya-Dong Wu, et al.
Published: (2022-11-01)

Quantum theory of optical temporal phase and instantaneous frequency. II. Continuous-time
by: Tsang, Mankei, et al.
Published: (2010)

Quantum Algorithm for Data Fitting
by: Wiebe, Nathan, et al.
Published: (2012)

Continuous-variable quantum state tomography of photoelectrons
by: H. Laurell, et al.
Published: (2022-09-01)

Continuous-Variable Quantum Key Distribution Protocols Over Noisy Channels
by: Cerf, Nicolas J., et al.
Published: (2010)

Progress in satellite quantum key distribution
by: Robert Bedington, et al.
Published: (2017-08-01)

A Survey of Machine Learning Assisted Continuous-Variable Quantum Key Distribution
by: Nathan K. Long, et al.
Published: (2023-10-01)

Continuous variable quantum steganography protocol based on quantum identity
by: Zhiguo Qu, et al.
Published: (2019-05-01)

Heralded processes on continuous-variable spaces as quantum maps
by: Ferreyrol, F, et al.
Published: (2012)

Hierarchy of continuous-variable quantum resource theories
by: Giulio Gianfelici, et al.
Published: (2021-01-01)

Spacetime replication of continuous variable quantum information
by: Patrick Hayden, et al.
Published: (2016-01-01)

Optimal probes for continuous variable quantum illumination
by: Bradshaw, Mark, et al.
Published: (2022)

Thermodynamic resources in continuous-variable quantum systems
by: Narasimhachar, Varun, et al.
Published: (2021)