Back to Search Start Over

Improved Quantum Power Method and Numerical Integration Using Quantum Singular Value Transformation

Authors :
Nghiem, Nhat A.
Sukeno, Hiroki
Zhang, Shuyu
Wei, Tzu-Chieh
Publication Year :
2024

Abstract

Quantum singular value transformation (QSVT) is a framework that has been shown to unify many primitives in quantum algorithms. In this work, we leverage the QSVT framework in two directions. We first show that the QSVT framework can accelerate one recently introduced quantum power method, which substantially improves its running time. Additionally, we incorporate several elementary numerical integration techniques, such as the rectangular method, Monte Carlo method, and quadrature method, into the QSVT framework, which results in polynomial speedup with respect to the size or the number of points of the grid. Our results thus provide further examples to demonstrate the potential of the QSVT and how it may enhance quantum algorithmic tasks.

Subjects

Subjects :
Quantum Physics

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2407.11744
Document Type :
Working Paper