Evidence map›Paper›PMID 40422471›Full record

ArticleEntropy (Basel, Switzerland)2025

Entropy of the Quantum-Classical Interface: A Potential Metric for Security.

Sarah Chehade, Joel A Dawson, Stacy Prowell, Ali Passian

Abstract read
In one paragraph

Article in Entropy (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Sarah ChehadeQuantum Information Science Section, Oak Ridge National Laboratory, Oak Ridge, TN 37830, USA.ORCID 0000-0003-3130-1247
Joel A DawsonResilient Cyber-Physical Systems Section, Oak Ridge National Laboratory, Oak Ridge, TN 37830, USA.ORCID 0000-0002-2324-2489
Stacy ProwellResilient Cyber-Physical Systems Section, Oak Ridge National Laboratory, Oak Ridge, TN 37830, USA.ORCID 0000-0002-2104-5641
Ali PassianQuantum Information Science Section, Oak Ridge National Laboratory, Oak Ridge, TN 37830, USA.ORCID 0000-0002-4736-4157

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Hybrid quantum-classical systems are emerging as key platforms in quantum computing, sensing, and communication technologies, but the quantum-classical interface (QCI)-the boundary enabling these systems-introduces unique and largely unexplored security vulnerabilities. This position paper proposes using entropy-based metrics to monitor and enhance security, specifically at the QCI. We present a theoretical security outline that leverages well-established information-theoretic entropy measures, such as Shannon entropy, von Neumann entropy, and quantum relative entropy, to detect anomalous behaviors and potential breaches at the QCI. By linking entropy fluctuations to scenarios of practical relevance-including quantum key distribution, quantum sensing, and hybrid control systems-we promote the potential value and applicability of entropy-based security monitoring. While explicitly acknowledging practical limitations and theoretical assumptions, we argue that entropy-based metrics provide a complementary approach to existing security methods, inviting further empirical studies and theoretical refinements that can strengthen future quantum technologies.

Indexed as

classical information theoryentropic measuresentropyquantum–classical interfacequantum information theoryquantum securityrisk assessment

Identifiers

PMID40422471
PMCPMC12110231

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.