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Nielsen complexity with multiple cost factors

arXiv Quantum Physics
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Researchers Ribeiro and Trancanelli expand Nielsen’s quantum complexity framework by introducing multiple cost factors, replacing the traditional single-penalty model to better distinguish operational difficulty in quantum systems. The study develops a generalized right-invariant complexity geometry, modifying Euler-Arnold and Jacobi equations to analyze how layered penalties alter geodesic evolution and optimality breakdowns at conjugate points. In single-qubit systems, approximate analytic solutions reveal how complexity growth depends on penalty hierarchies, offering testable predictions for simple quantum architectures. For SYK-type models, the work identifies multiple conjugate point families tied to distinct non-local sectors, with their emergence governed by both cost structure and system size in free and chaotic regimes. The findings argue that refined penalty hierarchies yield a more realistic model of quantum complexity, enhancing understanding of dynamical behavior in both few- and many-body systems.
Nielsen complexity with multiple cost factors

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Quantum Physics arXiv:2606.02817 (quant-ph) [Submitted on 1 Jun 2026] Title:Nielsen complexity with multiple cost factors Authors:Marcos Rios Ribeiro, Diego Trancanelli View a PDF of the paper titled Nielsen complexity with multiple cost factors, by Marcos Rios Ribeiro and 1 other authors View PDF HTML (experimental) Abstract:We investigate Nielsen's geometric approach to quantum complexity in the presence of multiple cost factors, extending the standard framework where a single penalty distinguishes easy from hard directions of the group manifold. By introducing a hierarchy of penalties associated with different degrees of non-locality, we develop a generalized right-invariant complexity geometry and analyze its implications for geodesic evolution. We derive the modified Euler-Arnold and Jacobi equations and study how multiple cost factors reshape the structure and scaling of conjugate points, where geodesic optimality breaks down. The formalism is illustrated in two settings: a single-qubit system with two cost factors, where we derive approximate analytic solutions for the complexity growth and its dependence on penalty hierarchies, and SYK-type models, where we analyze both free and chaotic regimes. In these many-body systems, we show that distinct non-local sectors generate multiple families of conjugate points whose occurrence depends on both the cost hierarchy and the system size. Our results highlight how refining the penalty structure provides a richer and more realistic description of quantum complexity and its dynamical behavior. Comments: Subjects: Quantum Physics (quant-ph); High Energy Physics - Theory (hep-th) Cite as: arXiv:2606.02817 [quant-ph] (or arXiv:2606.02817v1 [quant-ph] for this version) https://doi.org/10.48550/arXiv.2606.02817 Focus to learn more arXiv-issued DOI via DataCite (pending registration) Submission history From: Diego Trancanelli [view email] [v1] Mon, 1 Jun 2026 19:33:40 UTC (1,583 KB) Full-text links: Access Paper: View a PDF of the paper titled Nielsen complexity with multiple cost factors, by Marcos Rios Ribeiro and 1 other authorsView PDFHTML (experimental)TeX Source view license Current browse context: quant-ph new | recent | 2026-06 Change to browse by: hep-th 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