Back to News
quantum-computing

Enhanced Maximum Independent Set Preparation with Rydberg Atoms Guided by the Spectral Gap

arXiv Quantum Physics
Loading...
3 min read
0 likes
⚡ Quantum Brief
Researchers Seokho Jeong and Minhyuk Kim developed ADGLB, a method using Rydberg atoms to improve maximum independent set (MIS) preparation in adiabatic quantum computing by addressing spectral gap limitations. ADGLB modifies laser detuning profiles to suppress ground-state leakage without adding Hamiltonian terms or iterative loops, boosting efficiency in neutral-atom platforms. Experiments on a 10-atom chain showed significant MIS preparation probability gains over standard adiabatic schedules, validating the approach’s effectiveness. The optimized schedule scaled directly to larger 2D triangular lattices (25 and 37 atoms), demonstrating adaptability without per-instance retuning. With minor heuristic adjustments, ADGLB also performed well on harder problem instances, offering a scalable, hardware-efficient optimization strategy.
Enhanced Maximum Independent Set Preparation with Rydberg Atoms Guided by the Spectral Gap

Summarize this article with:

Quantum Physics arXiv:2602.17991 (quant-ph) [Submitted on 20 Feb 2026] Title:Enhanced Maximum Independent Set Preparation with Rydberg Atoms Guided by the Spectral Gap Authors:Seokho Jeong, Minhyuk Kim View a PDF of the paper titled Enhanced Maximum Independent Set Preparation with Rydberg Atoms Guided by the Spectral Gap, by Seokho Jeong and 1 other authors View PDF HTML (experimental) Abstract:Adiabatic quantum computation with Rydberg atoms provides a natural route for solving combinatorial optimization problems such as the maximum independent set (MIS). However, its performance is fundamentally limited by the reduction of the spectral gap with increasing system size and connectivity, which induces population leakage from the ground state during finite-time evolution. Here we introduce the Adjusted Detuning for Ground-Energy Leakage Blockade (ADGLB), a spectral-gap-guided schedule engineering method that modifies the laser detuning profile to suppress leakage without introducing additional Hamiltonian terms or iterative optimization loops. We experimentally benchmark ADGLB on a quasi-one-dimensional chain of $N=10$ atoms, and the MIS preparation probability increases substantially compared with the standard adiabatic schedule. Furthermore, we show that the schedule optimized for smaller instances can be directly applied to larger two-dimensional triangular lattices with $N=25$ and $N=37$. With a small heuristic offset, the method also remains effective for instances with higher hardness parameters. These findings demonstrate that spectral-gap-guided schedule engineering offers a scalable and hardware-efficient strategy for enhancing adiabatic quantum optimization on neutral-atom platforms. Subjects: Quantum Physics (quant-ph) Cite as: arXiv:2602.17991 [quant-ph] (or arXiv:2602.17991v1 [quant-ph] for this version) https://doi.org/10.48550/arXiv.2602.17991 Focus to learn more arXiv-issued DOI via DataCite (pending registration) Submission history From: Minhyuk Kim [view email] [v1] Fri, 20 Feb 2026 04:58:12 UTC (4,484 KB) Full-text links: Access Paper: View a PDF of the paper titled Enhanced Maximum Independent Set Preparation with Rydberg Atoms Guided by the Spectral Gap, by Seokho Jeong and 1 other authorsView PDFHTML (experimental)TeX Source view license Current browse context: quant-ph new | recent | 2026-02 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?)

Read Original

Tags

neutral-atom
quantum-annealing
quantum-optimization
energy-climate

Source Information

Source: arXiv Quantum Physics