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Blended Dynamics and Emergence in Open Quantum Networks

arXiv Quantum Physics
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⚡ Quantum Brief
Researchers from China, South Korea, and Australia introduced a quantum adaptation of blended dynamics theory, originally a classical tool for analyzing emergent behaviors in diffusive networks. Published in January 2026, the framework extends to open quantum networks with qubits linked via Hamiltonian couplings and environmental dissipation. The study proves that under strong diffusive coupling, qubits in such networks converge to shared equilibria or trajectories—mirroring classical clustering but governed by quantum blended reduced-state dynamics. This bridges classical and quantum synchronization theories. For coherent qubit states, the team employed quantum Laplacians and induced graphs to demonstrate orbit attraction, where the network’s density operator aligns with blended coherent dynamics. This reveals intrinsically quantum clustering behaviors not present in classical systems. Numerical simulations validated the theoretical findings, confirming emergent synchronization in spontaneous emission and non-Hermitian quantum computing scenarios. The work unifies perturbation analysis with Lindblad master equation dynamics. The framework offers new tools for designing robust quantum networks, with potential applications in error mitigation, distributed quantum computing, and studying open-system emergence. It marks a step toward scalable quantum control.
Blended Dynamics and Emergence in Open Quantum Networks

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Quantum Physics arXiv:2601.14763 (quant-ph) [Submitted on 21 Jan 2026] Title:Blended Dynamics and Emergence in Open Quantum Networks Authors:Qinghao Wen, Zihao Ren, Lei Wang, Hyungbo Shim, Guodong Shi View a PDF of the paper titled Blended Dynamics and Emergence in Open Quantum Networks, by Qinghao Wen and 4 other authors View PDF HTML (experimental) Abstract:In this paper, we develop a blended dynamics framework for open quantum networks with diffusive couplings. The network consists of qubits interconnected through Hamiltonian couplings, environmental dissipation, and consensus-like diffusive interactions. Such networks commonly arise in spontaneous emission processes and non-Hermitian quantum computing, and their evolution follows a Lindblad master equation. Blended dynamics theory is well established in the classical setting as a tool for analyzing emergent behaviors in heterogeneous networks with diffusive couplings. Its key insight is to blend the local dynamics rather than the trajectories of individual nodes. Perturbation analysis then shows that, under sufficiently strong coupling, all node trajectories tend to stay close to those of the blended system over time. We first show that this theory extends naturally to the reduced-state dynamics of quantum networks, revealing classical-like clustering phenomena in which qubits converge to a shared equilibrium or a common trajectory determined by the quantum blended reduced-state dynamics. We then extend the analysis to qubit coherent states using quantum Laplacians and induced graphs, proving orbit attraction of the network density operator toward the quantum blended coherent dynamics, establishing the emergence of intrinsically quantum and dynamically clustering behaviors. Finally, numerical examples validate the theoretical results. Subjects: Quantum Physics (quant-ph); Systems and Control (eess.SY) Cite as: arXiv:2601.14763 [quant-ph] (or arXiv:2601.14763v1 [quant-ph] for this version) https://doi.org/10.48550/arXiv.2601.14763 Focus to learn more arXiv-issued DOI via DataCite (pending registration) Submission history From: Zihao Ren [view email] [v1] Wed, 21 Jan 2026 08:37:14 UTC (2,039 KB) Full-text links: Access Paper: View a PDF of the paper titled Blended Dynamics and Emergence in Open Quantum Networks, by Qinghao Wen and 4 other authorsView PDFHTML (experimental)TeX Source view license Current browse context: quant-ph new | recent | 2026-01 Change to browse by: cs cs.SY eess eess.SY 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