An Error-aware and Adaptive Method for the Estimation of Quantum Observables on Qudit-Based Quantum Computers

Fuente: arXiv
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Autores principales: Simon, Rick P. A., Meth, Michael, Martini, Francesco, Tirler, Peter, Jena, Andrew, Ringbauer, Martin, Dellantonio, Luca
Formato: Preprint
Publicado: 2026
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author Simon, Rick P. A.
Meth, Michael
Martini, Francesco
Tirler, Peter
Jena, Andrew
Ringbauer, Martin
Dellantonio, Luca
author_facet Simon, Rick P. A.
Meth, Michael
Martini, Francesco
Tirler, Peter
Jena, Andrew
Ringbauer, Martin
Dellantonio, Luca
contents The accurate estimation of observables is a crucial task in quantum computing. Recent advances have highlighted the need for (a) specialized protocols for qudit-based devices, that include (b) error-aware strategies. Here, we present AQUIRE, the first protocol that can (a) accurately estimate both the mean and the error of an observable on qudit-based quantum computers. AQUIRE achieves this by constructing a Bayesian model to accommodate generalized Pauli operators. It is designed to continuously monitor the estimated average and the associated error of the observable, adjusting the subsequent measurements in real-time. Additionally, AQUIRE is (b) device- and experiment-specific error-aware, and accounts for hardware imperfections and experimental noise during the estimation process. We demonstrate AQUIRE's advantage via numerical simulations and showcase its ability to quantify the noise affecting the estimation by implementing it on a trapped-ion qudit quantum processor. By exploiting general commutation relations and overlap grouping measurements, our protocol is state-of-the-art when restricted to qubit-based quantum computers and extends this advantage to the qudit case.
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spellingShingle An Error-aware and Adaptive Method for the Estimation of Quantum Observables on Qudit-Based Quantum Computers
Simon, Rick P. A.
Meth, Michael
Martini, Francesco
Tirler, Peter
Jena, Andrew
Ringbauer, Martin
Dellantonio, Luca
Quantum Physics
The accurate estimation of observables is a crucial task in quantum computing. Recent advances have highlighted the need for (a) specialized protocols for qudit-based devices, that include (b) error-aware strategies. Here, we present AQUIRE, the first protocol that can (a) accurately estimate both the mean and the error of an observable on qudit-based quantum computers. AQUIRE achieves this by constructing a Bayesian model to accommodate generalized Pauli operators. It is designed to continuously monitor the estimated average and the associated error of the observable, adjusting the subsequent measurements in real-time. Additionally, AQUIRE is (b) device- and experiment-specific error-aware, and accounts for hardware imperfections and experimental noise during the estimation process. We demonstrate AQUIRE's advantage via numerical simulations and showcase its ability to quantify the noise affecting the estimation by implementing it on a trapped-ion qudit quantum processor. By exploiting general commutation relations and overlap grouping measurements, our protocol is state-of-the-art when restricted to qubit-based quantum computers and extends this advantage to the qudit case.
title An Error-aware and Adaptive Method for the Estimation of Quantum Observables on Qudit-Based Quantum Computers
topic Quantum Physics
url https://arxiv.org/abs/2605.00682