A CS guide to the quantum singular value transformation
- URL: http://arxiv.org/abs/2302.14324v2
- Date: Sun, 29 Oct 2023 06:42:22 GMT
- Title: A CS guide to the quantum singular value transformation
- Authors: Ewin Tang, Kevin Tian
- Abstract summary: We present a simplified exposition of some pieces of [Gily'en, Su, Low, and Wiebe, STOC'19, arXiv:1806.01838], which introduced a quantum singular transformation (QSVT)
The QSVT framework has garnered substantial recent interest from the quantum algorithms community.
- Score: 8.280261095877783
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: We present a simplified exposition of some pieces of [Gily\'en, Su, Low, and
Wiebe, STOC'19, arXiv:1806.01838], which introduced a quantum singular value
transformation (QSVT) framework for applying polynomial functions to
block-encoded matrices. The QSVT framework has garnered substantial recent
interest from the quantum algorithms community, as it was demonstrated by
[GSLW19] to encapsulate many existing algorithms naturally phrased as an
application of a matrix function. First, we posit that the lifting of quantum
singular processing (QSP) to QSVT is better viewed not through Jordan's lemma
(as was suggested by [GSLW19]) but as an application of the cosine-sine
decomposition, which can be thought of as a more explicit and stronger version
of Jordan's lemma. Second, we demonstrate that the constructions of bounded
polynomial approximations given in [GSLW19], which use a variety of ad hoc
approaches drawing from Fourier analysis, Chebyshev series, and Taylor series,
can be unified under the framework of truncation of Chebyshev series, and
indeed, can in large part be matched via a bounded variant of a standard
meta-theorem from [Trefethen, 2013]. We hope this work finds use to the
community as a companion guide for understanding and applying the powerful
framework of [GSLW19].
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