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A feasible approach for automatically differentiable unitary coupled-cluster on quantum computers

We develop computationally affordable and encoding independent gradient evaluation procedures for unitary coupled-cluster type operators, applicable on quantum computers. We show that, within our framework, the gradient of an expectation value with respect to a parameterized n-fold fermionic excitat...

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Detalles Bibliográficos
Autores principales: Kottmann, Jakob S., Anand, Abhinav, Aspuru-Guzik, Alán
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society of Chemistry 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8179519/
https://www.ncbi.nlm.nih.gov/pubmed/34163623
http://dx.doi.org/10.1039/d0sc06627c
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author Kottmann, Jakob S.
Anand, Abhinav
Aspuru-Guzik, Alán
author_facet Kottmann, Jakob S.
Anand, Abhinav
Aspuru-Guzik, Alán
author_sort Kottmann, Jakob S.
collection PubMed
description We develop computationally affordable and encoding independent gradient evaluation procedures for unitary coupled-cluster type operators, applicable on quantum computers. We show that, within our framework, the gradient of an expectation value with respect to a parameterized n-fold fermionic excitation can be evaluated by four expectation values of similar form and size, whereas most standard approaches, based on the direct application of the parameter-shift-rule, come with an associated cost of [Image: see text] expectation values. For real wavefunctions, this cost can be further reduced to two expectation values. Our strategies are implemented within the open-source package Tequila and allow blackboard style construction of differentiable objective functions. We illustrate initial applications through extended adaptive approaches for electronic ground and excited states.
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spelling pubmed-81795192021-06-22 A feasible approach for automatically differentiable unitary coupled-cluster on quantum computers Kottmann, Jakob S. Anand, Abhinav Aspuru-Guzik, Alán Chem Sci Chemistry We develop computationally affordable and encoding independent gradient evaluation procedures for unitary coupled-cluster type operators, applicable on quantum computers. We show that, within our framework, the gradient of an expectation value with respect to a parameterized n-fold fermionic excitation can be evaluated by four expectation values of similar form and size, whereas most standard approaches, based on the direct application of the parameter-shift-rule, come with an associated cost of [Image: see text] expectation values. For real wavefunctions, this cost can be further reduced to two expectation values. Our strategies are implemented within the open-source package Tequila and allow blackboard style construction of differentiable objective functions. We illustrate initial applications through extended adaptive approaches for electronic ground and excited states. The Royal Society of Chemistry 2021-01-27 /pmc/articles/PMC8179519/ /pubmed/34163623 http://dx.doi.org/10.1039/d0sc06627c Text en This journal is © The Royal Society of Chemistry https://creativecommons.org/licenses/by-nc/3.0/
spellingShingle Chemistry
Kottmann, Jakob S.
Anand, Abhinav
Aspuru-Guzik, Alán
A feasible approach for automatically differentiable unitary coupled-cluster on quantum computers
title A feasible approach for automatically differentiable unitary coupled-cluster on quantum computers
title_full A feasible approach for automatically differentiable unitary coupled-cluster on quantum computers
title_fullStr A feasible approach for automatically differentiable unitary coupled-cluster on quantum computers
title_full_unstemmed A feasible approach for automatically differentiable unitary coupled-cluster on quantum computers
title_short A feasible approach for automatically differentiable unitary coupled-cluster on quantum computers
title_sort feasible approach for automatically differentiable unitary coupled-cluster on quantum computers
topic Chemistry
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8179519/
https://www.ncbi.nlm.nih.gov/pubmed/34163623
http://dx.doi.org/10.1039/d0sc06627c
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