{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T18:12:44Z","timestamp":1777486364844,"version":"3.51.4"},"reference-count":43,"publisher":"Verein zur Forderung des Open Access Publizierens in den Quantenwissenschaften","license":[{"start":{"date-parts":[[2025,11,14]],"date-time":"2025-11-14T00:00:00Z","timestamp":1763078400000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"National Science Foundation","award":["DMS-2111221"],"award-info":[{"award-number":["DMS-2111221"]}]},{"name":"National Science Foundation","award":["CCF- 2312456"],"award-info":[{"award-number":["CCF- 2312456"]}]}],"content-domain":{"domain":["quantum-journal.org"],"crossmark-restriction":false},"short-container-title":["Quantum"],"abstract":"<jats:p>\n                    Zero-noise extrapolation (ZNE) is a widely used quantum error mitigation technique that artificially amplifies circuit noise and then extrapolates the results to the noise-free circuit. A common ZNE approach is Richardson extrapolation, which relies on polynomial interpolation. Despite its simplicity, efficient implementations of Richardson extrapolation face several challenges, including approximation errors from the non-polynomial behavior of noise channels, overfitting due to polynomial interpolation, and exponentially amplified measurement noise. This paper provides a comprehensive analysis of these challenges, presenting bias and variance bounds that quantify approximation errors. Additionally, for any precision\n                    <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\">\n                      <mml:mi>&amp;#x03B5;<\/mml:mi>\n                    <\/mml:math>\n                    , our results offer an estimate of the necessary sample complexity. We further extend the analysis to polynomial least squares-based extrapolation, which mitigates measurement noise and avoids overfitting. Finally, we propose a strategy for simultaneously mitigating circuit and algorithmic errors in the Trotter-Suzuki algorithm by jointly scaling the time step size and the noise level. This strategy provides a practical tool to enhance the reliability of near-term quantum computations. We support our theoretical findings with numerical experiments.\n                  <\/jats:p>","DOI":"10.22331\/q-2025-11-14-1909","type":"journal-article","created":{"date-parts":[[2025,11,14]],"date-time":"2025-11-14T13:04:01Z","timestamp":1763125441000},"page":"1909","update-policy":"https:\/\/doi.org\/10.22331\/q-crossmark-policy-page","source":"Crossref","is-referenced-by-count":3,"title":["Direct Analysis of Zero-Noise Extrapolation: Polynomial Methods, Error Bounds, and Simultaneous Physical-Algorithmic Error Mitigation"],"prefix":"10.22331","volume":"9","author":[{"ORCID":"https:\/\/orcid.org\/0009-0008-0227-1310","authenticated-orcid":false,"given":"Pegah","family":"Mohammadipour","sequence":"first","affiliation":[{"name":"Department of Mathematics, The Pennsylvania State University, University Park, Pennsylvania 16802, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9760-7292","authenticated-orcid":false,"given":"Xiantao","family":"Li","sequence":"additional","affiliation":[{"name":"Department of Mathematics, The Pennsylvania State University, University Park, Pennsylvania 16802, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"9598","published-online":{"date-parts":[[2025,11,14]]},"reference":[{"key":"0","doi-asserted-by":"publisher","unstructured":"John Preskill. ``Quantum computing in the nisq era and beyond&apos;&apos;. Quantum 2, 79 (2018).","DOI":"10.22331\/q-2018-08-06-79"},{"key":"1","doi-asserted-by":"publisher","unstructured":"Ying Li and Simon C Benjamin. ``Efficient variational quantum simulator incorporating active error minimization&apos;&apos;. Physical Review X 7, 021050 (2017).","DOI":"10.1103\/PhysRevX.7.021050"},{"key":"2","doi-asserted-by":"publisher","unstructured":"Kristan Temme, Sergey Bravyi, and Jay M Gambetta. ``Error mitigation for short-depth quantum circuits&apos;&apos;. Physical review letters 119, 180509 (2017).","DOI":"10.1103\/PhysRevLett.119.180509"},{"key":"3","doi-asserted-by":"publisher","unstructured":"Austin G Fowler, Matteo Mariantoni, John M Martinis, and Andrew N Cleland. ``Surface codes: Towards practical large-scale quantum computation&apos;&apos;. Physical Review A\u2014Atomic, Molecular, and Optical Physics 86, 032324 (2012).","DOI":"10.1103\/PhysRevA.86.032324"},{"key":"4","doi-asserted-by":"publisher","unstructured":"Goran Lindblad. ``On the generators of quantum dynamical semigroups&apos;&apos;. Communications in mathematical physics 48, 119\u2013130 (1976).","DOI":"10.1007\/BF01608499"},{"key":"5","doi-asserted-by":"crossref","unstructured":"Vittorio Gorini, Andrzej Kossakowski, and Ennackal Chandy George Sudarshan. ``Completely positive dynamical semigroups of n-level systems&apos;&apos;. Journal of Mathematical Physics 17, 821\u2013825 (1976).","DOI":"10.1063\/1.522979"},{"key":"6","doi-asserted-by":"publisher","unstructured":"Heinz-Peter Breuer and Francesco Petruccione. ``The theory of open quantum systems&apos;&apos;. OUP Oxford. (2002).","DOI":"10.1093\/acprof:oso\/9780199213900.001.0001"},{"key":"7","doi-asserted-by":"publisher","unstructured":"Evan Borras and Milad Marvian. ``A quantum algorithm to simulate lindblad master equations&apos;&apos;. arXiv preprint arXiv:2406.12748 (2024).","DOI":"10.48550\/arXiv.2406.12748"},{"key":"8","doi-asserted-by":"publisher","unstructured":"Suguru Endo, Simon C Benjamin, and Ying Li. ``Practical quantum error mitigation for near-future applications&apos;&apos;. Physical Review X 8, 031027 (2018).","DOI":"10.1103\/PhysRevX.8.031027"},{"key":"9","doi-asserted-by":"publisher","unstructured":"Suguru Endo, Qi Zhao, Ying Li, Simon Benjamin, and Xiao Yuan. ``Mitigating algorithmic errors in a hamiltonian simulation&apos;&apos;. Phys. Rev. A 99, 012334 (2019).","DOI":"10.1103\/PhysRevA.99.012334"},{"key":"10","doi-asserted-by":"publisher","unstructured":"Tomochika Kurita, Hammam Qassim, Masatoshi Ishii, Hirotaka Oshima, Shintaro Sato, and Joseph Emerson. ``Synergetic quantum error mitigation by randomized compiling and zero-noise extrapolation for the variational quantum eigensolver&apos;&apos;. Quantum 7, 1184 (2023).","DOI":"10.22331\/q-2023-11-20-1184"},{"key":"11","doi-asserted-by":"publisher","unstructured":"Almudena Carrera Vazquez, Ralf Hiptmair, and Stefan Woerner. ``Enhancing the quantum linear systems algorithm using richardson extrapolation&apos;&apos;. ACM Transactions on Quantum Computing 3, 1\u201337 (2022).","DOI":"10.48550\/arXiv.2009.04484"},{"key":"12","doi-asserted-by":"publisher","unstructured":"Almudena Carrera Vazquez. ``Extrapolation methods in quantum computing&apos;&apos;. PhD thesis. ETH Zurich. (2022).","DOI":"10.3929\/ethz-b-000586831"},{"key":"13","doi-asserted-by":"publisher","unstructured":"Trevor Hastie, Robert Tibshirani, Jerome H Friedman, and Jerome H Friedman. ``The elements of statistical learning: data mining, inference, and prediction&apos;&apos;. Volume 2. Springer. (2009).","DOI":"10.1007\/978-0-387-84858-7"},{"key":"14","doi-asserted-by":"publisher","unstructured":"Walter Gautschi and Gabriele Inglese. ``Lower bounds for the condition number of vandermonde matrices&apos;&apos;. Numerische Mathematik 52, 241\u2013250 (1987).","DOI":"10.1007\/BF01398878"},{"key":"15","doi-asserted-by":"publisher","unstructured":"Ren-Cang Li. ``Lower bounds for the condition number of a real confluent vandermonde matrix&apos;&apos;. Mathematics of computation 75, 1987\u20131995 (2006).","DOI":"10.1090\/S0025-5718-06-01856-4"},{"key":"16","doi-asserted-by":"publisher","unstructured":"Tudor Giurgica-Tiron, Yousef Hindy, Ryan LaRose, Andrea Mari, and William J. Zeng. ``Digital zero noise extrapolation for quantum error mitigation&apos;&apos;. In 2020 IEEE International Conference on Quantum Computing and Engineering (QCE). Pages 306\u2013316. (2020).","DOI":"10.1109\/QCE49297.2020.00045"},{"key":"17","doi-asserted-by":"publisher","unstructured":"Michael Krebsbach, Bj\u00f6rn Trauzettel, and Alessio Calzona. ``Optimization of richardson extrapolation for quantum error mitigation&apos;&apos;. Phys. Rev. A 106, 062436 (2022).","DOI":"10.1103\/PhysRevA.106.062436"},{"key":"18","doi-asserted-by":"publisher","unstructured":"Lloyd N. Trefethen. ``Approximation theory and approximation practice, extended edition&apos;&apos;. Society for Industrial and Applied Mathematics. Philadelphia, PA (2019).","DOI":"10.1137\/1.9781611975949"},{"key":"19","doi-asserted-by":"publisher","unstructured":"Andrew M. Childs, Yuan Su, Minh C. Tran, Nathan Wiebe, and Shuchen Zhu. ``Theory of trotter error with commutator scaling&apos;&apos;. Phys. Rev. X 11, 011020 (2021).","DOI":"10.1103\/PhysRevX.11.011020"},{"key":"20","doi-asserted-by":"publisher","unstructured":"Gumaro Rendon, Jacob Watkins, and Nathan Wiebe. ``Improved accuracy for trotter simulations using chebyshev interpolation&apos;&apos;. Quantum Journal 8, 1266 (2024).","DOI":"10.22331\/q-2024-02-26-1266"},{"key":"21","doi-asserted-by":"publisher","unstructured":"James D. Watson and Jacob Watkins. ``Exponentially reduced circuit depths using trotter error mitigation&apos;&apos;. PRX Quantum 6, 030325 (2025).","DOI":"10.1103\/kw39-yxq5"},{"key":"22","doi-asserted-by":"publisher","unstructured":"Ryuji Takagi, Hiroyasu Tajima, and Mile Gu. ``Universal sampling lower bounds for quantum error mitigation&apos;&apos;. Phys. Rev. Lett. 131, 210602 (2023).","DOI":"10.1103\/PhysRevLett.131.210602"},{"key":"23","doi-asserted-by":"publisher","unstructured":"Ryuji Takagi, Suguru Endo, Shintaro Minagawa, and Mile Gu. ``Fundamental limits of quantum error mitigation&apos;&apos;. npj Quantum Information 8, 114 (2022).","DOI":"10.1038\/s41534-022-00618-z"},{"key":"24","doi-asserted-by":"publisher","unstructured":"Yihui Quek, Daniel Stilck Fran\u00e7a, Khatri Sumeet, Johannes Jacob Meyer, and Jens Eisert. ``Exponentially tighter bounds on limitations of quantum error mitigation&apos;&apos;. Nature Physics 20, 1648\u20131658 (2024).","DOI":"10.1038\/s41567-024-02536-7"},{"key":"25","doi-asserted-by":"publisher","unstructured":"Ryan LaRose, Andrea Mari, Sarah Kaiser, Peter J Karalekas, Andre A Alves, Piotr Czarnik, Mohamed El Mandouh, Max H Gordon, Yousef Hindy, Aaron Robertson, et al. ``Mitiq: A software package for error mitigation on noisy quantum computers&apos;&apos;. Quantum 6, 774 (2022).","DOI":"10.22331\/q-2022-08-11-774"},{"key":"26","doi-asserted-by":"publisher","unstructured":"Lewis Fry Richardson. ``Ix. the approximate arithmetical solution by finite differences of physical problems involving differential equations, with an application to the stresses in a masonry dam&apos;&apos;. Philosophical Transactions of the Royal Society of London. Series A, containing papers of a mathematical or physical character 210, 307\u2013357 (1911).","DOI":"10.1098\/rsta.1911.0009"},{"key":"27","doi-asserted-by":"publisher","unstructured":"Lewis Fry Richardson and J Arthur Gaunt. ``Viii. the deferred approach to the limit&apos;&apos;. Philosophical Transactions of the Royal Society of London. Series A, containing papers of a mathematical or physical character 226, 299\u2013361 (1927).","DOI":"10.1098\/rsta.1927.0008"},{"key":"28","doi-asserted-by":"publisher","unstructured":"Avram Sidi. ``Practical extrapolation methods: Theory and applications&apos;&apos;. Cambridge University Press. (2003).","DOI":"10.1017\/CBO9780511546815"},{"key":"29","unstructured":"Kendall Atkinson. ``An introduction to numerical analysis&apos;&apos;. John wiley & sons. (1991)."},{"key":"30","unstructured":"Carl Runge. ``\u00dcber empirische funktionen und die interpolation zwischen \u00e4quidistanten ordinaten&apos;&apos;. Zeitschrift f\u00fcr Mathematik und Physik, vol. 46, pp. 224\u2013243 (1901)."},{"key":"31","doi-asserted-by":"publisher","unstructured":"Laurent Demanet and Alex Townsend. ``Stable extrapolation of analytic functions&apos;&apos;. Foundation of Computational Mathematics 19, 297\u2013331 (2016).","DOI":"10.1007\/s10208-018-9384-1"},{"key":"32","unstructured":"Laurent Demanet and Lexing Ying. ``On chebyshev interpolation of analytic functions&apos;&apos;. preprint (2010). url: https:\/\/math.mit.edu\/icg\/papers\/cheb-interp.pdf."},{"key":"33","doi-asserted-by":"publisher","unstructured":"Zhenyu Cai. ``Multi-exponential error extrapolation and combining error mitigation techniques for nisq applications&apos;&apos;. npj Quantum Information 7, 80 (2021).","DOI":"10.1038\/s41534-021-00404-3"},{"key":"34","doi-asserted-by":"publisher","unstructured":"J.C. Mason and D.C. Handscomb. ``Chebyshev polynomials (1st ed.)&apos;&apos;. Chapman and Hall\/CRC. (2002).","DOI":"10.1201\/9781420036114"},{"key":"35","unstructured":"John P Boyd. ``Chebyshev and fourier spectral methods&apos;&apos;. Courier Corporation. (2001). url: https:\/\/link.springer.com\/book\/9783540514879."},{"key":"36","doi-asserted-by":"publisher","unstructured":"Ernst Hairer, Marlis Hochbruck, Arieh Iserles, and Christian Lubich. ``Geometric numerical integration&apos;&apos;. Oberwolfach Reports 3, 805\u2013882 (2006).","DOI":"10.14760\/OWR-2006-14"},{"key":"37","unstructured":"James D Watson. ``Randomly compiled quantum simulation with exponentially reduced circuit depths&apos;&apos; (2024). arXiv:2411.04240."},{"key":"38","unstructured":"Ali Javadi-Abhari, Matthew Treinish, Kevin Krsulich, Christopher J. Wood, Jake Lishman, Julien Gacon, Simon Martiel, Paul D. Nation, Lev S. Bishop, Andrew W. Cross, Blake R. Johnson, and Jay M. Gambetta. ``Quantum computing with qiskit&apos;&apos; (2024). arXiv:2405.08810."},{"key":"39","unstructured":"Shigeo Hakkaku, Yasunari Suzuki, Yuuki Tokunaga, and Suguru Endo. ``Data-efficient error mitigation for physical and algorithmic errors in a hamiltonian simulation&apos;&apos; (2025). arXiv:2503.05052."},{"key":"40","unstructured":"Abdolhossein Hoorfar and Mehdi Hassani. ``Inequalities on the lambert function and hyperpower function.&apos;&apos;. JIPAM. Journal of Inequalities in Pure & Applied Mathematics [electronic only] 9, Paper No. 51, 5 p., electronic only\u2013Paper No. 51, 5 p., electronic only (2008)."},{"key":"41","unstructured":"Neal L Carothers. ``A short course on approximation theory&apos;&apos;. Bowling Green State University, Bowling Green, OH 38 (1998). url: https:\/\/fourier.math.uoc.gr\/ mk\/approx1011\/carothers.pdf."},{"key":"42","doi-asserted-by":"publisher","unstructured":"Wassily Hoeffding. ``Probability inequalities for sums of bounded random variables&apos;&apos;. Journal of the American statistical association 58, 13\u201330 (1963).","DOI":"10.2307\/2282952"}],"container-title":["Quantum"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/quantum-journal.org\/papers\/q-2025-11-14-1909\/pdf\/","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2025,11,17]],"date-time":"2025-11-17T09:21:23Z","timestamp":1763371283000},"score":1,"resource":{"primary":{"URL":"https:\/\/quantum-journal.org\/papers\/q-2025-11-14-1909\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,11,14]]},"references-count":43,"URL":"https:\/\/doi.org\/10.22331\/q-2025-11-14-1909","archive":["CLOCKSS"],"relation":{},"ISSN":["2521-327X"],"issn-type":[{"value":"2521-327X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,11,14]]},"article-number":"1909"}}