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Box model of quantum annealing

arXiv Quantum Physics
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⚡ Quantum Brief
Researchers Yang Wei Koh and Youjin Deng introduced a particle-in-a-box model to study continuous-space quantum annealing via direct Schrödinger equation simulations, challenging traditional discrete approaches. The study examines three energy landscapes—a sinusoidal wave with concave, convex, or flat envelopes—revealing that residual energy post-annealing remains largely unaffected by landscape roughness or annealing depth. Diabatic transitions dominated simulations, contradicting predictions from the Landau-Zener formula, highlighting gaps in current theoretical models for quantum annealing dynamics. A novel "flat gaps" phenomenon in energy spectra was identified, suggesting a mechanism for wavefunction trapping in local minima during rapid annealing processes. The findings propose a new framework to explain inefficiencies in quantum annealing, emphasizing the need for refined models to account for continuous-space effects.
Box model of quantum annealing

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Quantum Physics arXiv:2605.07144 (quant-ph) [Submitted on 8 May 2026] Title:Box model of quantum annealing Authors:Yang Wei Koh, Youjin Deng View a PDF of the paper titled Box model of quantum annealing, by Yang Wei Koh and Youjin Deng View PDF HTML (experimental) Abstract:A particle-in-a-box model of continuous space quantum annealing is proposed and studied numerically by solving the Schrödinger wave equation directly. Three types of energy landscapes with multiple local minima are considered, namely a sinusoidal wave modulated by a concave, a convex, or a flat envelope. Both static (energy spectrum) and dynamical (residual energy) behaviors are analyzed in detail, paying particular attention to the effects of landscape roughness and annealing depth. Simulation results show that the residual energy as a function of annealing speed is largely independent of these two factors. The prevalence of diabatic transitions during annealing is observed, and the discrepancy between our numerical results and the Landau-Zener formula is discussed. An interesting feature in the energy gap spectrum, which we call flat gaps, is examined. Based on it, we propose a mechanism to explain the trapping of wave function in local minima during diabatic transitions, widely observed in our data. Subjects: Quantum Physics (quant-ph) Cite as: arXiv:2605.07144 [quant-ph] (or arXiv:2605.07144v1 [quant-ph] for this version) https://doi.org/10.48550/arXiv.2605.07144 Focus to learn more arXiv-issued DOI via DataCite (pending registration) Submission history From: Yang Wei Koh [view email] [v1] Fri, 8 May 2026 02:26:18 UTC (8,931 KB) Full-text links: Access Paper: View a PDF of the paper titled Box model of quantum annealing, by Yang Wei Koh and Youjin DengView PDFHTML (experimental)TeX Source view license Current browse context: quant-ph new | recent | 2026-05 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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quantum-annealing
energy-climate
quantum-investment

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Source: arXiv Quantum Physics