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  • Letter

Singular value transformation for unknown quantum channels

Ryotaro Niwa1, Zane Marius Rossi1, Philip Taranto2, and Mio Murao1

Phys. Rev. A 114, L030401 – Published 1 September, 2026

DOI: https://doi.org/10.1103/321q-k5dh

Abstract

Given the ability to apply an unknown quantum channel acting on a d-dimensional system, we develop a quantum algorithm for transforming its singular values. The spectrum of a quantum channel as a superoperator is naturally tied to its Liouville representation, which is in general non-Hermitian. Our key contribution is an approximate block-encoding scheme for this representation in a Hermitized form, given only black-box access to the channel; this immediately allows us to apply polynomial transformations to the channel's singular values by quantum singular value transformation (QSVT). We then demonstrate an O(d3/δ) upper bound and an Ω(d/δ) lower bound for the query complexity of constructing a quantum channel that is δ-close in diamond norm to a block encoding of the unnormalized Hermitized Liouville representation. We show that our method applies practically to the problem of learning the q-th singular value moments of unknown quantum channels for arbitrary q>2,q∈R, which has implications for testing whether a quantum channel is entanglement breaking. Our results establish a general framework for manipulating black-box quantum channels with QSVT and related methods, enabling direct evaluation of the channel's spectral properties without tomography or significant classical postprocessing.

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