Universal sampling lower bounds for quantum error mitigation
Numerous quantum error-mitigation protocols have been proposed, motivated by the critical need to suppress noise effects on intermediate-scale quantum devices. Yet, their general potential and limitations remain elusive. In particular, to understand the ultimate feasibility of quantum error mitigati...
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sg-ntu-dr.10356-1738882024-03-11T15:35:19Z Universal sampling lower bounds for quantum error mitigation Takagi, Ryuji Tajima, Hiroyasu Gu, Mile School of Physical and Mathematical Sciences Centre for Quantum Technologies, NUS Nanyang Quantum Hub MajuLab, CNRS-UNS-NUS-NTU International Joint Research Unit, UMI, 3654 Physics Error mitigation Universal samplings Numerous quantum error-mitigation protocols have been proposed, motivated by the critical need to suppress noise effects on intermediate-scale quantum devices. Yet, their general potential and limitations remain elusive. In particular, to understand the ultimate feasibility of quantum error mitigation, it is crucial to characterize the fundamental sampling cost-how many times an arbitrary mitigation protocol must run a noisy quantum device. Here, we establish universal lower bounds on the sampling cost for quantum error mitigation to achieve the desired accuracy with high probability. Our bounds apply to general mitigation protocols, including the ones involving nonlinear postprocessing and those yet to be discovered. The results imply that the sampling cost required for a wide class of protocols to mitigate errors must grow exponentially with the circuit depth for various noise models, revealing the fundamental obstacles in the scalability of useful noisy near-term quantum devices. Ministry of Education (MOE) Nanyang Technological University National Research Foundation (NRF) Published version We acknowledge the support of the Singapore Ministry of Education Tier 1 Grants No. RG146/20 and No. RG77/22 (S), the No. NRF2021-QEP2- 02-P06 from the Singapore Research Foundation and the Singapore Ministry of Education Tier 2 Grant No. T2EP50221-0014 and the No. FQXi R-710-000-146-720 Grant “Are quantum agents more energetically efficient at making predictions?” from the Foundational Questions Institute and Fetzer Franklin Fund (a donor-advised fund of Silicon Valley Community Foundation). R. T. was also supported by the Lee Kuan Yew Postdoctoral Fellowship at Nanyang Technological University Singapore. H. T. is supported by JSPS Grants-in-Aid for Scientific Research No. JP19K14610 and No. JP22H05250, JST PRESTO No. JPMJPR2014, and JST MOONSHOT No. JPMJMS2061. 2024-03-05T02:20:15Z 2024-03-05T02:20:15Z 2023 Journal Article Takagi, R., Tajima, H. & Gu, M. (2023). Universal sampling lower bounds for quantum error mitigation. Physical Review Letters, 131(21), 210602-. https://dx.doi.org/10.1103/PhysRevLett.131.210602 0031-9007 https://hdl.handle.net/10356/173888 10.1103/PhysRevLett.131.210602 38072595 2-s2.0-85178410030 21 131 210602 en RG146/20 RG77/22 (S) NRF2021-QEP2-02-P06 T2EP50221-0014 Physical Review Letters © 2023 the Authors. Published by the American Physical Society under the terms of the Creative Commons Attribution 4.0 International license. Further distribution of this work must maintain attribution to the author(s) and the published article’s title, journal citation, and DOI. application/pdf |
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Physics Error mitigation Universal samplings Takagi, Ryuji Tajima, Hiroyasu Gu, Mile Universal sampling lower bounds for quantum error mitigation |
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Numerous quantum error-mitigation protocols have been proposed, motivated by the critical need to suppress noise effects on intermediate-scale quantum devices. Yet, their general potential and limitations remain elusive. In particular, to understand the ultimate feasibility of quantum error mitigation, it is crucial to characterize the fundamental sampling cost-how many times an arbitrary mitigation protocol must run a noisy quantum device. Here, we establish universal lower bounds on the sampling cost for quantum error mitigation to achieve the desired accuracy with high probability. Our bounds apply to general mitigation protocols, including the ones involving nonlinear postprocessing and those yet to be discovered. The results imply that the sampling cost required for a wide class of protocols to mitigate errors must grow exponentially with the circuit depth for various noise models, revealing the fundamental obstacles in the scalability of useful noisy near-term quantum devices. |
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School of Physical and Mathematical Sciences |
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School of Physical and Mathematical Sciences Takagi, Ryuji Tajima, Hiroyasu Gu, Mile |
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Article |
author |
Takagi, Ryuji Tajima, Hiroyasu Gu, Mile |
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Takagi, Ryuji |
title |
Universal sampling lower bounds for quantum error mitigation |
title_short |
Universal sampling lower bounds for quantum error mitigation |
title_full |
Universal sampling lower bounds for quantum error mitigation |
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Universal sampling lower bounds for quantum error mitigation |
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Universal sampling lower bounds for quantum error mitigation |
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universal sampling lower bounds for quantum error mitigation |
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2024 |
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https://hdl.handle.net/10356/173888 |
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