Fundamental limits of quantum error mitigation
The inevitable accumulation of errors in near-future quantum devices represents a key obstacle in delivering practical quantum advantages, motivating the development of various quantum error-mitigation methods. Here, we derive fundamental bounds concerning how error-mitigation algorithms can reduce...
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sg-ntu-dr.10356-1651682023-03-20T15:34:14Z Fundamental limits of quantum error mitigation Takagi, Ryuji Endo, Suguru Minagawa, Shintaro Gu, Mile School of Physical and Mathematical Sciences Nanyang Quantum Hub Science::Physics Computational Accuracy Quantum Error The inevitable accumulation of errors in near-future quantum devices represents a key obstacle in delivering practical quantum advantages, motivating the development of various quantum error-mitigation methods. Here, we derive fundamental bounds concerning how error-mitigation algorithms can reduce the computation error as a function of their sampling overhead. Our bounds place universal performance limits on a general error-mitigation protocol class. We use them to show (1) that the sampling overhead that ensures a certain computational accuracy for mitigating local depolarizing noise in layered circuits scales exponentially with the circuit depth for general error-mitigation protocols and (2) the optimality of probabilistic error cancellation among a wide class of strategies in mitigating the local dephasing noise on an arbitrary number of qubits. Our results provide a means to identify when a given quantum error-mitigation strategy is optimal and when there is potential room for improvement. Ministry of Education (MOE) Nanyang Technological University National Research Foundation (NRF) Published version This work is supported by the Singapore Ministry of Education Tier 1 Grant RG162/19 and RG146/20, the National Research Foundation under its Quantum Engineering Program NRF2021-QEP2-02-P06, the Singapore Ministry of Education Tier 2 Project MOE-T2EP50221-0005 and the FQXi-RFP-IPW-1903 project, “Are quantum agents more energetically efficient at making predictions?” from the Foundational Questions Institute, Fetzer Franklin Fund, a donor advised fund of Silicon Valley Community Foundation, and the Lee Kuan Yew Postdoctoral Fellowship at Nanyang Technological University Singapore. 2023-03-19T10:13:51Z 2023-03-19T10:13:51Z 2022 Journal Article Takagi, R., Endo, S., Minagawa, S. & Gu, M. (2022). Fundamental limits of quantum error mitigation. Npj Quantum Information, 8(1), 114-. https://dx.doi.org/10.1038/s41534-022-00618-z 2056-6387 https://hdl.handle.net/10356/165168 10.1038/s41534-022-00618-z 2-s2.0-85138470798 1 8 114 en RG162/19 RG146/20 NRF2021-QEP2-02-P06 MOE-T2EP50221-0005 FQXi-RFP-IPW-1903 npj Quantum Information © 2022 The Author(s). This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http:// creativecommons.org/licenses/by/4.0/. application/pdf |
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Science::Physics Computational Accuracy Quantum Error Takagi, Ryuji Endo, Suguru Minagawa, Shintaro Gu, Mile Fundamental limits of quantum error mitigation |
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The inevitable accumulation of errors in near-future quantum devices represents a key obstacle in delivering practical quantum advantages, motivating the development of various quantum error-mitigation methods. Here, we derive fundamental bounds concerning how error-mitigation algorithms can reduce the computation error as a function of their sampling overhead. Our bounds place universal performance limits on a general error-mitigation protocol class. We use them to show (1) that the sampling overhead that ensures a certain computational accuracy for mitigating local depolarizing noise in layered circuits scales exponentially with the circuit depth for general error-mitigation protocols and (2) the optimality of probabilistic error cancellation among a wide class of strategies in mitigating the local dephasing noise on an arbitrary number of qubits. Our results provide a means to identify when a given quantum error-mitigation strategy is optimal and when there is potential room for improvement. |
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School of Physical and Mathematical Sciences |
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School of Physical and Mathematical Sciences Takagi, Ryuji Endo, Suguru Minagawa, Shintaro Gu, Mile |
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Article |
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Takagi, Ryuji Endo, Suguru Minagawa, Shintaro Gu, Mile |
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Takagi, Ryuji |
title |
Fundamental limits of quantum error mitigation |
title_short |
Fundamental limits of quantum error mitigation |
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Fundamental limits of quantum error mitigation |
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Fundamental limits of quantum error mitigation |
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Fundamental limits of quantum error mitigation |
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fundamental limits of quantum error mitigation |
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2023 |
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https://hdl.handle.net/10356/165168 |
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1761781928109801472 |