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Universal Predictors for Mixing Time more than Liouvillian Gap

Yi-Neng Zhou
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⚡ Quantum Brief
A new study challenges the conventional view that the mixing time of open quantum systems is solely determined by the Liouvillian gap, revealing the trace norm of the lowest excited state of the Liouvillian superoperator as a critical additional factor. Researchers established universal predictors for mixing time, enabling general conditions for both fast and rapid mixing in quantum systems governed by the Lindblad master equation. The work introduces sparsity constraints on Hamiltonians and local Lindblad operators, providing clear frameworks for rapid mixing in strong and weak dissipation regimes. This breakthrough offers a practical guide for designing dissipation mechanisms to optimize mixing speeds, with direct applications in experimental quantum state preparation. The findings bridge quantum physics, statistical mechanics, and condensed matter, advancing efficient quantum system control and scalability.
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Quantum Physics arXiv:2601.06256 (quant-ph) [Submitted on 9 Jan 2026] Title:Universal Predictors for Mixing Time more than Liouvillian Gap Authors:Yi-Neng Zhou View a PDF of the paper titled Universal Predictors for Mixing Time more than Liouvillian Gap, by Yi-Neng Zhou View PDF HTML (experimental) Abstract:We analyze the mixing time of open quantum systems governed by the Lindblad master equation, showing it is not only determined by the Liouvillian gap, but also the trace norm of the lowest excited state of Liouvillian superoperator. By utilizing these universal predictors of mixing time, we establish general conditions for the fast and rapid mixing respectively. Specifically, we derive rapid mixing conditions for both the strong and weak dissipation regimes, formulated as sparsity constraints on the Hamiltonian and the local Lindblad operators. Our findings provide a general framework for calculating mixing time and offer a guide for designing dissipation to achieve desired mixing speeds, which has significant implications for efficient experimental state preparation. Comments: Subjects: Quantum Physics (quant-ph); Quantum Gases (cond-mat.quant-gas); Statistical Mechanics (cond-mat.stat-mech); Strongly Correlated Electrons (cond-mat.str-el) Cite as: arXiv:2601.06256 [quant-ph] (or arXiv:2601.06256v1 [quant-ph] for this version) https://doi.org/10.48550/arXiv.2601.06256 Focus to learn more arXiv-issued DOI via DataCite (pending registration) Submission history From: Yi-Neng Zhou [view email] [v1] Fri, 9 Jan 2026 19:02:49 UTC (34 KB) Full-text links: Access Paper: View a PDF of the paper titled Universal Predictors for Mixing Time more than Liouvillian Gap, by Yi-Neng ZhouView PDFHTML (experimental)TeX Source view license Current browse context: quant-ph new | recent | 2026-01 Change to browse by: cond-mat cond-mat.quant-gas cond-mat.stat-mech cond-mat.str-el 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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