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research article

An efficient quantum algorithm for the time evolution of parameterized circuits

Barison, Stefano  
•
Vicentini, Filippo  
•
Carleo, Giuseppe  
July 28, 2021
Quantum

We introduce a novel hybrid algorithm to simulate the real-time evolution of quantum systems using parameterized quantum circuits. The method, named "projected - Variational Quantum Dynamics" (p-VQD) realizes an iterative, global projection of the exact time evolution onto the parameterized manifold. In the small time step limit, this is equivalent to the McLachlan's variational principle. Our approach is efficient in the sense that it exhibits an optimal linear scaling with the total number of variational parameters. Furthermore, it is global in the sense that it uses the variational principle to optimize all parameters at once. The global nature of our approach then significantly extends the scope of existing efficient variational methods, that instead typically rely on the iterative optimisation of a restricted subset of variational parameters. Through numerical experiments, we also show that our approach is particularly advantageous over existing global optimisation algorithms based on the time-dependent variational principle that, due to a demanding quadratic scaling with parameter numbers, are unsuitable for large parameterized quantum circuits.

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Type
research article
DOI
10.22331/q-2021-07-28-512
Web of Science ID

WOS:000679473600001

Author(s)
Barison, Stefano  
Vicentini, Filippo  
Carleo, Giuseppe  
Date Issued

2021-07-28

Publisher

VEREIN FORDERUNG OPEN ACCESS PUBLIZIERENS QUANTENWISSENSCHAF

Published in
Quantum
Volume

5

Start page

512

Subjects

Quantum Science & Technology

•

Physics, Multidisciplinary

•

Physics

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
CQSL  
Available on Infoscience
August 14, 2021
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/180545
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