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Gene Expression Programming for Quantum Computing

delete2023-10-18
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OA
AI
G
Gonzalo Álvarez *
R
Ryan S. Bennink
S
Stephan Irle
J
Jacek Jakowski
DOI:10.1145/3617691delete
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Abstract

Abstract

En 中文
We introduce QUANTUMGEP, a scientific computer program that uses gene expression programming (GEP) to find a quantum circuit that either (1) maps a given set of input states to a given set of output states or (2) transforms a fixed initial state to minimize a given physical quantity of the output state. QUANTUMGEP is a driver program that uses evendim, a generic computational engine for GEP, both of which are free and open source. We apply QUANTUMGEP as a powerful solver for MaxCut in graphs and for condensed matter quantum many-body Hamiltonians.
Keywords:
Genetic algorithms
gene expression programming
quantum computing
condensed matter
quantum chemistry

Journal

A
ACM Transactions on Quantum Computing
IF:
6.8
Papers:
542
Citations:
508

Organization

U
united states department of energy (doe)
Scholars:
11.3W
Papers: 9.6W
Citations: 246
O
oak ridge national laboratory
Scholars:
1.5W
Papers: 1.0W
Citations: 20
Cited Papers

Cited Papers

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Barren plateaus in quantum neural network training landscapes
err2018-11-16
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errMcClean, Jarrod R.; Boixo, Sergio; Smelyanskiy, Vadim N.; Babbush, Ryan; Neven, Hartmut
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A variational eigenvalue solver on a photonic quantum processor
err2014-07-23
err2.7K
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errPeruzzo, Alberto; McClean, Jarrod; Shadbolt, Peter; Yung, Man-Hong; Zhou, Xiao-Qi; Love, Peter J.; Aspuru-Guzik, Alan; O'Brien, Jeremy L.
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Automatic design of quantum feature maps
err2021-08-19
err28
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errAltares-Lopez, Sergio; Ribeiro, Angela; Garcia-Ripoll, Juan Jose
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Introduction to Liquid Crystals Chemistry and Physics
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IF0
err2017-09-06
err0
PREAI
errPeter J. Collings; Michael Hird
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IF0
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PREAI
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Steroid hormone binding receptors in the rat kidney
err1980-01-01
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errM. Davidoff; H. Caffier; T. H. Schiebler
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Pilot Study of Comprehensive Geriatric Assessment (CGA) in Allogeneic Transplant: CGA Captures a High Prevalence of Vulnerabilities in Older Transplant Recipients
err2013-03-01
err0
errOAAI
errLori S. Muffly; Melissa Boulukos; Kate Swanson; Masha Kocherginsky; Paula del Cerro; Linda Schroeder; Lisa Pape; Martine Extermann; Koen Van Besien; Andrew S. Artz
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An adaptive variational algorithm for exact molecular simulations on a quantum computer
err2019-07-08
err605
errOAAI
errGrimsley, Harper R.; Economou, Sophia E.; Barnes, Edwin; Mayhall, Nicholas J.
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