aiqbench analysis
This research demonstrates a practical implementation of a two-copy measurement scheme that simultaneously probes non-commuting Pauli operators, offering improved efficiency in minimizing total shots for complex quantum algorithms. By leveraging Bayesian statistics and adaptive shot allocation, the protocol effectively manages measurement overhead while accurately estimating observables and errors. This advancement addresses a critical bottleneck in scaling quantum computations by optimizing resource usage during state tomography.
Enhanced measurements on quantum computers via the simultaneous probing of non-commuting Pauli operators
arXiv:2509.01482v2 Announce Type: replace Abstract: Measuring the state of quantum computers is a highly non-trivial task, with implications for virtually all quantum algorithms. A promising avenue is multi-copy schemes, where identical copies of a quantum state are measured jointly so that all Pauli operators within the considered observable can be simultaneously assessed. Here, we present a first implementation of such a two-copy scheme in a measurement protocol. Based on Bayesian statistics, it accurately estimates not only the average of the desired observable but also the error en route. This enables an adaptive shot-allocation algorithm that preferentially samples the most uncertain Pauli terms. In regimes with many non-commuting Pauli operators, this ``double'' scheme can outperform the state-of-the-art measurement protocol in minimizing total shots for a given precision. We also numerically confirm the finding in previous theoretical works that the two-copy scheme incurs an overhead due to the square-root relationship between the variance of measured quantities and the number of measurement shots.
Abstract:Measuring the state of quantum computers is a highly non-trivial task, with implications for virtually all quantum algorithms. A promising avenue is multi-copy schemes, where identical copies of a quantum state are measured jointly so that all Pauli operators within the considered observable can be simultaneously assessed. Here, we present a first implementation of such a two-copy scheme in a measurement protocol. Based on Bayesian statistics, it accurately estimates not only the average of the desired observable but also the error en route. This enables an adaptive shot-allocation algorithm that preferentially samples the most uncertain Pauli terms. In regimes with many non-commuting Pauli operators, this ``double'' scheme can outperform the state-of-the-art measurement protocol in minimizing total shots for a given precision. We also numerically confirm the finding in previous theoretical works that the two-copy scheme incurs an overhead due to the square-root relationship between the variance of measured quantities and the number of measurement shots.
6 pages main text, 2 pages supplemental information, 2 figures. Comments are welcome :)
arXiv:2509.01482 [quant-ph]
(or arXiv:2509.01482v2 [quant-ph] for this version)
https://doi.org/10.48550/arXiv.2509.01482 Focus to learn more arXiv-issued DOI via DataCite
arXivLabs is a framework that allows collaborators to develop and share new arXiv features directly on our website.
Both individuals and organizations that work with arXivLabs have embraced and accepted our values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only works with partners that adhere to them.
Have an idea for a project that will add value for arXiv's community? Learn more about arXivLabs.
Full text under the publisher's open licence · 258 words
Related coverage

Enhanced measurements on quantum computers via the simultaneous probing of non-commuting Pauli operators
Quantum Journal · Oct 7, 2026

Measurement incompatibility in Bayesian multiparameter quantum estimation
Quantum Journal · Aug 13, 2026

MCR Compiler Benchmarks Show T-Count Gains on Unoptimized Circuits
Quantum Zeitgeist · Jun 2, 2026

New approach cuts samples needed for quantum error correction
Quantum Zeitgeist · Sep 15, 2026