Estimating QSVT angles for matrix inversion with large condition numbers

Fuente: arXiv
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Autori principali: Novikau, I., Joseph, I.
Natura: Preprint
Pubblicazione: 2024
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author Novikau, I.
Joseph, I.
author_facet Novikau, I.
Joseph, I.
contents Quantum Singular Value Transformation (QSVT) is a state-of-the-art, near-optimal quantum algorithm that can be used for matrix inversion. The QSVT circuit is parameterized by a sequence of angles that must be pre-calculated classically, with the number of angles increasing as the matrix condition number grows. Computing QSVT angles for ill-conditioned problems is a numerically challenging task. We propose a numerical technique for estimating QSVT angles for large condition numbers. This technique allows one to avoid expensive numerical computations of QSVT angles and to emulate QSVT circuits for solving ill-conditioned problems.
format Preprint
id arxiv_https___arxiv_org_abs_2408_15453
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Estimating QSVT angles for matrix inversion with large condition numbers
Novikau, I.
Joseph, I.
Quantum Physics
Computational Physics
Quantum Singular Value Transformation (QSVT) is a state-of-the-art, near-optimal quantum algorithm that can be used for matrix inversion. The QSVT circuit is parameterized by a sequence of angles that must be pre-calculated classically, with the number of angles increasing as the matrix condition number grows. Computing QSVT angles for ill-conditioned problems is a numerically challenging task. We propose a numerical technique for estimating QSVT angles for large condition numbers. This technique allows one to avoid expensive numerical computations of QSVT angles and to emulate QSVT circuits for solving ill-conditioned problems.
title Estimating QSVT angles for matrix inversion with large condition numbers
topic Quantum Physics
Computational Physics
url https://arxiv.org/abs/2408.15453