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Axiomatic Foundation of Quantum-Inspired Distance Metrics

arXiv Quantum Physics
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Maryam Bagherian introduces a rigorous axiomatic framework for quantum-inspired distance metrics in projective Hilbert spaces, unifying disparate measures in quantum information theory under five core principles. The framework proves that any valid distance metric depends exclusively on quantum state overlap, establishing the Fubini-Study metric as the unique canonical geodesic distance for quantum states. A hierarchy emerges linking key metrics—Fubini-Study, Bures, Euclidean, and entanglement-sensitive distances—while introducing an entanglement-geometry complementarity principle to bridge abstract theory and operational quantum tasks. High-dimensional concentration bounds are derived, offering new tools for analyzing quantum state spaces in complex systems and large-scale quantum computations. Operational interpretations connect these metrics to state discrimination and quantum metrology, grounding abstract geometry in measurable quantum protocols and experimental applications.
Axiomatic Foundation of Quantum-Inspired Distance Metrics

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Quantum Physics arXiv:2603.00406 (quant-ph) [Submitted on 28 Feb 2026] Title:Axiomatic Foundation of Quantum-Inspired Distance Metrics Authors:Maryam Bagherian View a PDF of the paper titled Axiomatic Foundation of Quantum-Inspired Distance Metrics, by Maryam Bagherian View PDF HTML (experimental) Abstract:We develop a comprehensive axiomatic framework for quantum-inspired distance metrics on projective Hilbert spaces, providing a unified foundation that organizes and generalizes existing measures in quantum information theory. Starting from five fundamental axioms, projective invariance, unitary covariance, superposition sensitivity, entanglement awareness, and measurement contextuality, we show that any admissible distance depends solely on state overlap and establish the uniqueness of the Fubini-Study metric as the canonical geodesic distance. Our framework further yields a hierarchy of comparison results relating the Fubini-Study metric, Bures distance, Euclidean distance, measurement-based pseudometrics, and entanglement-sensitive distances. Key contributions include an entanglement-geometry complementarity principle, high-dimensional concentration bounds, and operational interpretations connecting distances to state discrimination and quantum metrology. This work places the geometry of quantum state spaces on a rigorous axiomatic footing, bridging abstract metric theory, information geometry, and operational quantum principles. Subjects: Quantum Physics (quant-ph); Mathematical Physics (math-ph) Cite as: arXiv:2603.00406 [quant-ph] (or arXiv:2603.00406v1 [quant-ph] for this version) https://doi.org/10.48550/arXiv.2603.00406 Focus to learn more arXiv-issued DOI via DataCite (pending registration) Submission history From: Maryam Bagherian [view email] [v1] Sat, 28 Feb 2026 01:48:03 UTC (46 KB) Full-text links: Access Paper: View a PDF of the paper titled Axiomatic Foundation of Quantum-Inspired Distance Metrics, by Maryam BagherianView PDFHTML (experimental)TeX Source view license Current browse context: quant-ph new | recent | 2026-03 Change to browse by: math math-ph math.MP References & Citations INSPIRE HEP NASA ADSGoogle Scholar Semantic Scholar export BibTeX citation Loading... BibTeX formatted citation × loading... Data provided by: Bookmark Bibliographic Tools Bibliographic and Citation Tools Bibliographic Explorer Toggle Bibliographic Explorer (What is the Explorer?) Connected Papers Toggle Connected Papers (What is Connected Papers?) Litmaps Toggle Litmaps (What is Litmaps?) scite.ai Toggle scite Smart Citations (What are Smart Citations?) Code, Data, Media Code, Data and Media Associated with this Article alphaXiv Toggle alphaXiv (What is alphaXiv?) Links to Code Toggle CatalyzeX Code Finder for Papers (What is CatalyzeX?) DagsHub Toggle DagsHub (What is DagsHub?) GotitPub Toggle Gotit.pub (What is GotitPub?) Huggingface Toggle Hugging Face (What is Huggingface?) Links to Code Toggle Papers with Code (What is Papers with Code?) ScienceCast Toggle ScienceCast (What is ScienceCast?) Demos Demos Replicate Toggle Replicate (What is Replicate?) Spaces Toggle Hugging Face Spaces (What is Spaces?) Spaces Toggle TXYZ.AI (What is TXYZ.AI?) Related Papers Recommenders and Search Tools Link to Influence Flower Influence Flower (What are Influence Flowers?) Core recommender toggle CORE Recommender (What is CORE?) Author Venue Institution Topic About arXivLabs arXivLabs: experimental projects with community collaborators 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. Which authors of this paper are endorsers? | Disable MathJax (What is MathJax?)

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Source: arXiv Quantum Physics