Real classical shadows

Abstract Efficiently learning expectation values of a quantum state using classical shadow tomography has become a fundamental task in quantum information theory. In a classical shadows protocol, one measures a state in a chosen basis <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" overflow="scroll"> <mml:mrow> <mml:mrow> <mml:mi class="MJX-tex-calligraphic">W</mml:mi> </mml:mrow> </mml:mrow> </mml:math> after it has evolved under a unitary transformation randomly sampled from a chosen distribution <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" overflow="scroll"> <mml:mrow> <mml:mrow> <mml:mi class="MJX-tex-calligraphic">U</mml:mi> </mml:mrow> </mml:mrow> </mml:math> . In this work we study the case where <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" overflow="scroll"> <mml:mrow> <mml:mrow> <mml:mi class="MJX-tex-calligraphic">U</mml:mi> </mml:mrow> </mml:mrow> </mml:math> corresponds to either local or global orthogonal Clifford gates, and <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" overflow="scroll"> <mml:mrow> <mml:mrow> <mml:mi class="MJX-tex-calligraphic">W</mml:mi> </mml:mrow> </mml:mrow> </mml:math> consists of real-valued vectors. Our results show that for various situations of interest, this ‘real’ classical shadow protocol improves the sample complexity over the standard scheme based on general Clifford unitaries. For example, when one is interested in estimating the expectation values of arbitrary real-valued observables, global orthogonal Cliffords typically decrease the required number of samples by a factor of two. More dramatically, for k -local observables composed only of real-valued Pauli operators, sampling local orthogonal Cliffords leads to a reduction by an exponential-in- k factor in the sample complexity over local unitary Cliffords. Finally, we show that by measuring in a basis containing complex-valued vectors, orthogonal shadows can, in the limit of large system size, exactly reproduce the original unitary shadows protocol.

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Publication Details

Journal
Journal of Physics A Mathematical and Theoretical
Published
2025-06-02
DOI
https://doi.org/10.1088/1751-8121/addfc2
Citations
5
Primary Topic
Historical and Architectural Studies
Type
article
Field-Weighted Citation Impact
41.36

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article

Real classical shadows

Maxwell T. West, Antonio Anna Mele, M. Cerezo, Martín Larocca
5 citations
Journal of Physics A Mathematical and Theoretical
Historical and Architectural Studies
41.36
article

Real classical shadows

Maxwell T. West, Antonio Anna Mele, M. Cerezo, Martín Larocca
article en
5 citations

Abstract

Abstract Efficiently learning expectation values of a quantum state using classical shadow tomography has become a fundamental task in quantum information theory. In a classical shadows protocol, one measures a state in a chosen basis <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" overflow="scroll"> <mml:mrow> <mml:mrow> <mml:mi class="MJX-tex-calligraphic">W</mml:mi> </mml:mrow> </mml:mrow> </mml:math> after it has evolved under a unitary transformation randomly sampled from a chosen distribution <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" overflow="scroll"> <mml:mrow> <mml:mrow> <mml:mi class="MJX-tex-calligraphic">U</mml:mi> </mml:mrow> </mml:mrow> </mml:math> . In this work we study the case where <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" overflow="scroll"> <mml:mrow> <mml:mrow> <mml:mi class="MJX-tex-calligraphic">U</mml:mi> </mml:mrow> </mml:mrow> </mml:math> corresponds to either local or global orthogonal Clifford gates, and <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" overflow="scroll"> <mml:mrow> <mml:mrow> <mml:mi class="MJX-tex-calligraphic">W</mml:mi> </mml:mrow> </mml:mrow> </mml:math> consists of real-valued vectors. Our results show that for various situations of interest, this ‘real’ classical shadow protocol improves the sample complexity over the standard scheme based on general Clifford unitaries. For example, when one is interested in estimating the expectation values of arbitrary real-valued observables, global orthogonal Cliffords typically decrease the required number of samples by a factor of two. More dramatically, for k -local observables composed only of real-valued Pauli operators, sampling local orthogonal Cliffords leads to a reduction by an exponential-in- k factor in the sample complexity over local unitary Cliffords. Finally, we show that by measuring in a basis containing complex-valued vectors, orthogonal shadows can, in the limit of large system size, exactly reproduce the original unitary shadows protocol.

Journal of Physics A Mathematical and TheoreticalVol. 58(24)
Los Alamos National Laboratory (US), The University of Melbourne (AU), Freie Universität Berlin (DE)
U.S. Department of Energy, Australian Government, Los Alamos National Laboratory
Openalex Percentile: Top 0%
Historical and Architectural Studies
41.36
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