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This research establishes a theoretical framework for computing moment operators in ensembles of quantum channels, extending concepts like $t$-designs from unitary dynamics to open systems with noise. By analyzing how specific noise types affect these operator norms, the work provides operational definitions for channel designs and simplifies permutation analysis through a new block-orthogonal basis. These advances are significant for improving error mitigation strategies and characterizing quantum processes in noisy intermediate-scale quantum (NISQ) devices.
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Moments of Quantum Channel Ensembles

arXiv3 min read

arXiv:2511.12700v2 Announce Type: replace Abstract: Moments of ensembles of unitaries play a central role in quantum information theory as they capture the statistical properties of dynamics of systems with some form of randomness. Indeed, concepts such as approximate $t$-designs arise when comparing how close an associated moment operator of a given unitary ensemble is to that of another, reference ensemble. Despite the importance of moment operators, their properties have not been as explored for quantum channels. In this work we develop a theoretical framework to compute moment operators for ensembles of quantum channels, for all moment orders $t$, with a special focus on determining ensembles that can be used as points of reference. By deriving hierarchies between ensembles, via inequalities of their moment operator norms, we give them operational meaning, and define useful concepts such as that of channel $t$-designs. Finally, we perform theoretical and numerical studies which show that different types of noise can decrease the norm of the moment operators (e.g., depolarizing noise), as well as increase it (e.g., amplitude damping noise), and generalize noise-induced concentration phenomena to channel-design-induced phenomena. Along the way, we find a block-orthogonal basis for permutations, which greatly simplifies our analyses, and may be of independent interest in moment calculations.

Abstract:Moments of ensembles of unitaries play a central role in quantum information theory as they capture the statistical properties of dynamics of systems with some form of randomness. Indeed, concepts such as approximate $t$-designs arise when comparing how close an associated moment operator of a given unitary ensemble is to that of another, reference ensemble. Despite the importance of moment operators, their properties have not been as explored for quantum channels. In this work we develop a theoretical framework to compute moment operators for ensembles of quantum channels, for all moment orders $t$, with a special focus on determining ensembles that can be used as points of reference. By deriving hierarchies between ensembles, via inequalities of their moment operator norms, we give them operational meaning, and define useful concepts such as that of channel $t$-designs. Finally, we perform theoretical and numerical studies which show that different types of noise can decrease the norm of the moment operators (e.g., depolarizing noise), as well as increase it (e.g., amplitude damping noise), and generalize noise-induced concentration phenomena to channel-design-induced phenomena. Along the way, we find a block-orthogonal basis for permutations, which greatly simplifies our analyses, and may be of independent interest in moment calculations.

Quantum Physics (quant-ph); Statistical Mechanics (cond-mat.stat-mech)

arXiv:2511.12700 [quant-ph]

(or arXiv:2511.12700v2 [quant-ph] for this version)

https://doi.org/10.48550/arXiv.2511.12700 Focus to learn more arXiv-issued DOI via DataCite

https://doi.org/10.1103/grdp-jph9 Focus to learn more DOI(s) linking to related resources

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Full text under the publisher's open licence · 306 words

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