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Boson sampling beyond the dilute regime: second moments and anti-concentration

arXiv Quantum Physics
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⚡ Quantum Brief
Researchers led by Hela Mhiri advanced boson sampling theory by analyzing output statistics beyond the dilute regime, where photon collisions dominate, addressing a critical gap in quantum advantage demonstrations. The team derived closed-form expressions for second moments of bosonic observables using representation-theoretic tools, linking them to Hilbert-Schmidt norms of irreducible operator-space projections. Their work establishes anti-concentration of Fock state output probabilities in the saturated regime—where mode count scales linearly or sub-quadratically with photon number—strengthening hardness arguments. By exploiting symmetry structures, they simplified projection norms into compact analytical forms, enabling clearer characterization of boson sampling’s computational complexity in experimental setups. The findings, combined with recent complexity-theoretic results, bolster confidence in boson sampling’s potential for near-term quantum advantage in photonic systems.
Boson sampling beyond the dilute regime: second moments and anti-concentration

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Quantum Physics arXiv:2604.14323 (quant-ph) [Submitted on 15 Apr 2026] Title:Boson sampling beyond the dilute regime: second moments and anti-concentration Authors:Hela Mhiri, Hugo Thomas, Léo Monbroussou, Ulysse Chabaud, Zoë Holmes, Elham Kashefi View a PDF of the paper titled Boson sampling beyond the dilute regime: second moments and anti-concentration, by Hela Mhiri and 5 other authors View PDF Abstract:Boson sampling is a leading candidate for demonstrating quantum advantage in photonic systems. Despite significant experimental and theoretical progress, a characterization of its output statistics remains incomplete. This is especially true beyond the dilute regime, where photon collisions and bunching become significant. The associated saturated regime, characterized by mode number growing linearly with photon number, or more generally sub-quadratically, is precisely the regime of greatest experimental interest. As a consequence, anti-concentration of the output distribution--a key ingredient in hardness arguments--remains poorly understood in boson sampling. In this work, we leverage representation-theoretic tools to address this gap, obtaining closed-form expressions for second moments of generic particle-number-preserving bosonic observables. We express these quantities in terms of Hilbert-Schmidt norms of projections onto irreducible components of the operator space and show that these projection norms admit compact analytical expressions by exploiting the underlying symmetry structure. Focusing on Fock state output probabilities, we further establish anti-concentration beyond the dilute regime. Together with recent complexity-theoretic results, our findings strengthen hardness guarantees for boson sampling in experimentally interesting settings. Subjects: Quantum Physics (quant-ph) Cite as: arXiv:2604.14323 [quant-ph] (or arXiv:2604.14323v1 [quant-ph] for this version) https://doi.org/10.48550/arXiv.2604.14323 Focus to learn more arXiv-issued DOI via DataCite (pending registration) Submission history From: Hela Mhiri [view email] [v1] Wed, 15 Apr 2026 18:27:01 UTC (277 KB) Full-text links: Access Paper: View a PDF of the paper titled Boson sampling beyond the dilute regime: second moments and anti-concentration, by Hela Mhiri and 5 other authorsView PDFTeX Source view license Current browse context: quant-ph new | recent | 2026-04 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?) 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