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Heuristic Quantum Advantage with Peaked Circuits

Hrant Gharibyan, Mohammed Zuhair Mullath, Nicholas E. Sherman, Vincent P. Su, Hayk Tepanyan, Yuxuan Zhang
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⚡ Quantum Brief
Researchers demonstrated heuristic quantum advantage using "peaked circuits" on Quantinuum’s H2 processor, achieving a 2000-gate computation in under 2 hours—tasks that would take exascale supercomputers years, suggesting exponential speedup. Classical simulations via tensor networks and Pauli path methods failed to match H2’s performance, with extrapolations showing Frontier and Summit supercomputers requiring years for equivalent tasks, reinforcing claims of quantum superiority. The team proved a decision problem involving peaked circuits is QCMA-complete, meaning it remains hard even for quantum computers under standard complexity assumptions, highlighting fundamental computational limits. Peaked circuits were proposed as a potential quantum-safe encryption framework, leveraging their hardness properties to resist attacks from both classical and quantum adversaries. Publicly released circuit designs invite global validation, offering a benchmark for utility-scale quantum hardware while challenging researchers to test new classical methods against the observed performance gap.
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Quantum Physics arXiv:2510.25838 (quant-ph) [Submitted on 29 Oct 2025] Title:Heuristic Quantum Advantage with Peaked Circuits Authors:Hrant Gharibyan, Mohammed Zuhair Mullath, Nicholas E. Sherman, Vincent P. Su, Hayk Tepanyan, Yuxuan Zhang View a PDF of the paper titled Heuristic Quantum Advantage with Peaked Circuits, by Hrant Gharibyan and 5 other authors View PDF HTML (experimental) Abstract:We design and demonstrate heuristic quantum advantage with peaked circuits (HQAP circuits) on Quantinuum's System Model H2 quantum processor. Through extensive experimentation with state-of-the-art classical simulation strategies, we identify a clear gap between classical and quantum runtimes. Our largest instance involves all-to-all connectivity with 2000 two-qubit gates, which H2 can produce the target peaked bitstring directly in under 2 hours. Our extrapolations from leading classical simulation techniques such as tensor networks with belief propagation and Pauli path simulators indicate the same instance would take years on exascale systems (Frontier, Summit), suggesting a potentially exponential separation. This work marks an important milestone toward verifiable quantum advantage, as well as providing a useful benchmarking protocol for current utility-scale quantum hardware. We sketch our protocol for designing these circuits and provide extensive numerical results leading to our extrapolation estimates. Separate from our constructed HQAP circuits, we prove hardness on a decision problem involving generic peaked circuits. When both the input and output bitstrings of a peaked circuit are unknown, determining whether the circuit is peaked constitutes a QCMA-complete problem, meaning the problem remains hard even for a quantum polynomial-time machine under commonly accepted complexity assumptions. Inspired by this observation, we propose an application of the peaked circuits as a potentially quantum-safe encryption scheme~\cite{chen2016report,kumar2020post,joseph2022transitioning,dam2023survey}. We make our peaked circuits publicly available and invite the community to try additional methods to solve these circuits to see if this gap persists even with novel classical techniques. Comments: Subjects: Quantum Physics (quant-ph) Cite as: arXiv:2510.25838 [quant-ph] (or arXiv:2510.25838v1 [quant-ph] for this version) https://doi.org/10.48550/arXiv.2510.25838 Focus to learn more arXiv-issued DOI via DataCite Submission history From: Vincent Su [view email] [v1] Wed, 29 Oct 2025 18:00:03 UTC (3,200 KB) Full-text links: Access Paper: View a PDF of the paper titled Heuristic Quantum Advantage with Peaked Circuits, by Hrant Gharibyan and 5 other authorsView PDFHTML (experimental)TeX Source view license Current browse context: quant-ph new | recent | 2025-10 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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post-quantum-cryptography
quantinuum
quantum-advantage
quantum-hardware

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Source: arXiv Quantum Physics

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