An efficient method for spot-checking quantum properties with sequential trials

Fuente: arXiv
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Autores principales: Zhang, Yanbao, Seshadri, Akshay, Knill, Emanuel
Formato: Preprint
Publicado: 2026
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author Zhang, Yanbao
Seshadri, Akshay
Knill, Emanuel
author_facet Zhang, Yanbao
Seshadri, Akshay
Knill, Emanuel
contents In practical situations, the reliability of quantum resources can be compromised due to complex generation processes or adversarial manipulations during transmission. Consequently, the trials generated sequentially in an experiment may exhibit non-independent and non-identically distributed (non-i.i.d.) behavior. This non-i.i.d. behavior can introduce security concerns and result in faulty estimates when performing information tasks such as quantum key distribution, self-testing, verifiable quantum computation, and resource allocation in quantum networks. To certify the performance of such tasks, one can make a random decision in each trial, either spot-checking some desired property or utilizing the quantum resource for the given task. However, a general method for certification with a sequence of non-i.i.d. spot-checking trials is still missing. Here, we develop such a method. This method not only works efficiently with a finite number of trials but also yields asymptotically tight certificates of performance. Our analysis shows that even as the total number of trials approaches infinity, only a constant number of trials needs to be spot-checked on average to certify the average performance of the remaining trials at a specified confidence level.
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id arxiv_https___arxiv_org_abs_2602_08114
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle An efficient method for spot-checking quantum properties with sequential trials
Zhang, Yanbao
Seshadri, Akshay
Knill, Emanuel
Quantum Physics
Data Analysis, Statistics and Probability
In practical situations, the reliability of quantum resources can be compromised due to complex generation processes or adversarial manipulations during transmission. Consequently, the trials generated sequentially in an experiment may exhibit non-independent and non-identically distributed (non-i.i.d.) behavior. This non-i.i.d. behavior can introduce security concerns and result in faulty estimates when performing information tasks such as quantum key distribution, self-testing, verifiable quantum computation, and resource allocation in quantum networks. To certify the performance of such tasks, one can make a random decision in each trial, either spot-checking some desired property or utilizing the quantum resource for the given task. However, a general method for certification with a sequence of non-i.i.d. spot-checking trials is still missing. Here, we develop such a method. This method not only works efficiently with a finite number of trials but also yields asymptotically tight certificates of performance. Our analysis shows that even as the total number of trials approaches infinity, only a constant number of trials needs to be spot-checked on average to certify the average performance of the remaining trials at a specified confidence level.
title An efficient method for spot-checking quantum properties with sequential trials
topic Quantum Physics
Data Analysis, Statistics and Probability
url https://arxiv.org/abs/2602.08114