Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

Absence of Barren Plateaus in Quantum Convolutional Neural Networks

Journal Article · · Physical Review. X
Not Available
Research Organization:
Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)
Sponsoring Organization:
USDOE Laboratory Directed Research and Development (LDRD) Program; USDOE Office of Science (SC), Advanced Scientific Computing Research (ASCR)
Grant/Contract Number:
89233218CNA000001
OSTI ID:
1826245
Alternate ID(s):
OSTI ID: 1874170
Report Number(s):
LA-UR-20-29031; 041011
Journal Information:
Physical Review. X, Journal Name: Physical Review. X Journal Issue: 4 Vol. 11; ISSN PRXHAE; ISSN 2160-3308
Publisher:
American Physical SocietyCopyright Statement
Country of Publication:
United States
Language:
English

References (42)

Integration with Respect to the Haar Measure on Unitary, Orthogonal and Symplectic Group journal March 2006
Random Quantum Circuits are Approximate 2-designs journal July 2009
Local Random Quantum Circuits are Approximate Polynomial-Designs journal August 2016
The quest for a Quantum Neural Network journal August 2014
An Analysis Of Convolutional Neural Networks For Image Classification journal January 2018
Matrix Analysis book April 2013
Learning representations by back-propagating errors journal October 1986
Quantum machine learning journal September 2017
A variational eigenvalue solver on a photonic quantum processor journal July 2014
Barren plateaus in quantum neural network training landscapes journal November 2018
Variational consistent histories as a hybrid algorithm for quantum foundations journal July 2019
Training deep quantum neural networks journal February 2020
Cost function dependent barren plateaus in shallow parametrized quantum circuits journal March 2021
Hierarchical quantum classifiers journal December 2018
Variational quantum state diagonalization journal June 2019
Variational fast forwarding for quantum simulation beyond the coherence time journal September 2020
Quantum convolutional neural networks journal August 2019
The power of quantum neural networks journal June 2021
An introduction to quantum machine learning journal October 2014
Noise resilience of variational quantum compiling journal April 2020
RTNI—A symbolic integrator for Haar-random tensor networks journal September 2019
Quantum autoencoders for efficient compression of quantum data journal August 2017
Quantum implementation of an artificial feed-forward neural network journal October 2020
Large gradients via correlation in random parameterized quantum circuits journal January 2021
Higher order derivatives of quantum neural networks with barren plateaus journal June 2021
Quantum machine learning in high energy physics journal March 2021
Meta-Variational Quantum Eigensolver: Learning Energy Profiles of Parameterized Hamiltonians for Quantum Simulation journal May 2021
Strong bound between trace distance and Hilbert-Schmidt distance for low-rank states journal August 2019
Abrupt transitions in variational quantum circuit training journal March 2021
Optimal quantum circuits for general two-qubit gates journal March 2004
Quantum circuit learning journal September 2018
Evaluating analytic gradients on quantum hardware journal March 2019
Barren Plateaus Preclude Learning Scramblers journal May 2021
Continuous-variable quantum neural networks journal October 2019
Entanglement devised barren plateau mitigation journal July 2021
Gradient-based learning applied to document recognition journal January 1998
Receptive fields and functional architecture of monkey striate cortex journal March 1968
Deep Convolutional Neural Networks for Image Classification: A Comprehensive Review journal September 2017
Symbolic integration with respect to the Haar measure on the unitary groups journal February 2017
Quantum-assisted quantum compiling journal May 2019
An initialization strategy for addressing barren plateaus in parametrized quantum circuits journal December 2019
Variational Quantum Fidelity Estimation journal March 2020

Similar Records

Branching quantum convolutional neural networks
Journal Article · Sun Feb 13 19:00:00 EST 2022 · Physical Review Research · OSTI ID:1845045