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<journal-id journal-id-type="publisher-id">Front. Quantum Sci. Technol.</journal-id>
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<journal-title>Frontiers in Quantum Science and Technology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Quantum Sci. Technol.</abbrev-journal-title>
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<issn pub-type="epub">2813-2181</issn>
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<article-id pub-id-type="publisher-id">1787106</article-id>
<article-id pub-id-type="doi">10.3389/frqst.2026.1787106</article-id>
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<subject>Editorial</subject>
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<article-title>Editorial: Open quantum systems in quantum technologies</article-title>
<alt-title alt-title-type="left-running-head">Damanet et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/frqst.2026.1787106">10.3389/frqst.2026.1787106</ext-link>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Damanet</surname>
<given-names>Fran&#xe7;ois</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2739733"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing - original draft</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &#x26; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/">Writing - review and editing</role>
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<contrib contrib-type="author">
<name>
<surname>Kombe</surname>
<given-names>Johannes</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<uri xlink:href="https://loop.frontiersin.org/people/2739746"/>
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<contrib contrib-type="author">
<name>
<surname>Malo</surname>
<given-names>Jorge Yago</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
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<uri xlink:href="https://loop.frontiersin.org/people/2001007"/>
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<aff id="aff1">
<label>1</label>
<institution>Institut de Physique Nucl&#xe9;aire, Atomique et de Spectroscopie, CESAM, Universit&#xe9; de Li&#xe8;ge</institution>, <city>Li&#xe8;ge</city>, <country country="BE">Belgium</country>
</aff>
<aff id="aff2">
<label>2</label>
<institution>Department of Physics, SUPA and University of Strathclyde</institution>, <city>Glasgow</city>, <country country="GB">United Kingdom</country>
</aff>
<aff id="aff3">
<label>3</label>
<institution>Dipartimento di Fisica &#x201c;Enrico Fermi&#x201d; and INFN, University of Pisa</institution>, <city>Pisa</city>, <country country="IT">Italy</country>
</aff>
<author-notes>
<corresp id="c001">
<label>&#x2a;</label>Correspondence: Fran&#xe7;ois Damanet, <email xlink:href="mailto:fdamanet@uliege.be">fdamanet@uliege.be</email>
</corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-16">
<day>16</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>5</volume>
<elocation-id>1787106</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>14</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Damanet, Kombe and Malo.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Damanet, Kombe and Malo</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-16">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<kwd-group>
<kwd>cavity QED</kwd>
<kwd>cooling</kwd>
<kwd>entanglement</kwd>
<kwd>measurement</kwd>
<kwd>open quantum systems</kwd>
<kwd>quantum machine learning</kwd>
<kwd>quantum technologies</kwd>
<kwd>tensor networks</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was not received for this work and/or its publication.</funding-statement>
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<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Quantum Information Theory</meta-value>
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<notes notes-type="frontiers-research-topic">
<p>Editorial on the Research Topic <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/research-topics/64791">Open quantum systems in quantum technologies</ext-link>
</p>
</notes>
</front>
<body>
<p>Quantum technologies are increasingly developed as engineered platforms where imperfect isolation, continuous monitoring, and control hardware are intrinsic features rather than small corrections. In this context, open quantum systems (OQS) provide the natural framework to describe how devices behave in realistic conditions, and to transform dissipation, measurement back-action, and noise from limitations into design elements. This Research Topic, &#x201c;Open Quantum Systems in Quantum Technologies&#x201d;, brings together contributions that illustrate this shift - from the operational meaning of measurement, to practical cooling protocols, to scalable simulation formalisms, and data-driven inference tools.</p>
<p>A first perspective is offered by <italic>Joint observables induced by indirect measurements in cavity QED</italic> by <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/frqst.2025.1601795">Raikisto and Luoma</ext-link>, which addresses how effective observables emerge when a system is monitored indirectly through an ancillary channel. In a cavity-QED setting where the output light is continuously measured, the authors show that the induced observables can be tuned by the detection scheme (e.g., homodyne versus heterodyne) and by the initial cavity state, including regimes where otherwise incompatible observables become jointly measurable in an unsharp form. Beyond foundational interest, these results inform measurement design for stabilization and feedback in monitored quantum devices.</p>
<p>Control in the presence of dissipation is exemplified by <italic>Cooling strongly self-organized particles using adiabatic demagnetization</italic> by <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/frqst.2025.1535581">J&#xe4;ger</ext-link>. For polarizable particles coupled to a lossy cavity mode, the article analyzes a two-step protocol: strong driving first cools the particles into a self-organized configuration, followed by an adiabatic ramp-down of the drive that transfers energy and reduces kinetic motion toward the recoil scale. The work highlights the practical trade-off between suppressing heating and maintaining approximate adiabaticity, and illustrates how structured light-matter dissipation can be used as a resource for preparing low-energy states.</p>
<p>At the algorithmic level, the Review <italic>Spatio-temporal tensor-network approaches to out-of-equilibrium dynamics bridging open and closed systems</italic> by <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/frqst.2025.1568471">Cerezo-Roquebr&#xfa;n et al.</ext-link> synthesizes recent progress in representing non-equilibrium dynamics - open or closed - through spatiotemporal tensor networks. By connecting influence functionals, process tensors, and transfer-matrix viewpoints, the review clarifies when such objects are compressible and where complexity barriers arise, while pointing to emerging strategies to extend classical simulation capabilities for quantum devices operating far from equilibrium.</p>
<p>Finally, <italic>An introduction to Bayesian simulation-based inference for quantum machine learning with examples</italic> by <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/frqst.2024.1394533">Nikoloska and Simeone</ext-link> highlights the growing importance of principled, likelihood-free inference methods for calibrating simulators and quantifying uncertainty. Using parameterized quantum circuits as illustrative simulators, the authors discuss Bayesian simulation-based inference workflows that remain applicable when explicit likelihoods are unavailable, a setting increasingly common in noisy quantum experiments and learning pipelines.</p>
<p>Together, these articles emphasize complementary aspects of the OQS agenda for quantum technologies: measurement as an operational, designable interface; dissipation-enabled control and cooling; scalable simulation formalisms that bridge open and closed dynamics; and inference frameworks that connect models to data with uncertainty quantification. As quantum platforms scale, progress will increasingly depend on integrating these elements - linking measurement and feedback to robust control, leveraging efficient representations to guide computation, and using statistical inference to validate and refine device-level models.</p>
</body>
<back>
<sec sec-type="author-contributions" id="s1">
<title>Author contributions</title>
<p>FD: Writing &#x2013; original draft, Writing &#x2013; review and editing. JK: Writing &#x2013; original draft, Writing &#x2013; review and editing. JM: Writing &#x2013; review and editing, Writing &#x2013; original draft.</p>
</sec>
<sec sec-type="COI-statement" id="s3">
<title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="s4">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="s5">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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<fn fn-type="custom" custom-type="edited-by">
<p>
<bold>Edited and reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/807628/overview">Karl Hess</ext-link>, University of Illinois at Urbana-Champaign, United States</p>
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