Anonymous and private parameter estimation in networks of quantum sensors

Fuente: arXiv
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Autori principali: de Jong, Jarn, Scheiner, Santiago, Solomons, Naomi R., Chaoui, Ziad, Markham, Damian, Pappa, Anna
Natura: Preprint
Pubblicazione: 2025
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author de Jong, Jarn
Scheiner, Santiago
Solomons, Naomi R.
Chaoui, Ziad
Markham, Damian
Pappa, Anna
author_facet de Jong, Jarn
Scheiner, Santiago
Solomons, Naomi R.
Chaoui, Ziad
Markham, Damian
Pappa, Anna
contents Anonymity and privacy are two key properties of modern communication networks. In quantum networks, distributed quantum sensing has emerged as a powerful use case, with applications to clock synchronisation, detecting gravitational effects and more. In this work, we develop a new protocol that, for the first time, combines the different cryptographic properties of anonymity and privacy for the task of distributed parameter estimation. That is, we present a protocol that allows a selected subset of network participants to anonymously collaborate in estimating the average of their private parameters. Crucially, this is achieved without disclosing either the individual parameter values or the identities of the participants, neither to each other nor to the broader network.
format Preprint
id arxiv_https___arxiv_org_abs_2507_01101
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Anonymous and private parameter estimation in networks of quantum sensors
de Jong, Jarn
Scheiner, Santiago
Solomons, Naomi R.
Chaoui, Ziad
Markham, Damian
Pappa, Anna
Quantum Physics
Anonymity and privacy are two key properties of modern communication networks. In quantum networks, distributed quantum sensing has emerged as a powerful use case, with applications to clock synchronisation, detecting gravitational effects and more. In this work, we develop a new protocol that, for the first time, combines the different cryptographic properties of anonymity and privacy for the task of distributed parameter estimation. That is, we present a protocol that allows a selected subset of network participants to anonymously collaborate in estimating the average of their private parameters. Crucially, this is achieved without disclosing either the individual parameter values or the identities of the participants, neither to each other nor to the broader network.
title Anonymous and private parameter estimation in networks of quantum sensors
topic Quantum Physics
url https://arxiv.org/abs/2507.01101