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Training variational quantum circuits with CoVaR: covariance root finding with classical shadows

Abstract:

Exploiting near-term quantum computers and achieving practical value is a considerable and exciting challenge. Most prominent candidates as variational algorithms typically aim to find the ground state of a Hamiltonian by minimising a single classical (energy) surface which is sampled from by a quantum computer. Here we introduce a method we call CoVaR, an alternative means to exploit the power of variational circuits: We find eigenstates by finding joint roots of a polynomially growing numbe...

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Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1103/PhysRevX.12.041022

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Institution:
University of Oxford
Division:
MPLS
Department:
Materials
Oxford college:
Merton College
Role:
Author
Publisher:
American Physical Society Publisher's website
Journal:
Physical Review X Journal website
Volume:
12
Article number:
041022
Publication date:
2022-11-28
Acceptance date:
2022-10-07
DOI:
EISSN:
2160-3308
Language:
English
Keywords:
Pubs id:
1285433
Local pid:
pubs:1285433
Deposit date:
2022-10-20

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