Pauli Check Extrapolation for Quantum Error Mitigation

Pauli Check Sandwiching (PCS) is an error mitigation scheme that uses pairs of parity checks to detect errors in the payload circuit. While increasing the number of check pairs improves error detection, it also introduces additional noise to the circuit and exponentially increases the required sampling size. To address these limitations, we propose a novel error mitigation scheme, Pauli Check Extrapolation (PCE), which integrates PCS with an extrapolation technique similar to Zero-Noise Extrapolation (ZNE). However, instead of extrapolating to the ‘zero-noise’ limit, as is done in ZNE, PCE extrapolates to the ‘maximum check’ limit-the number of check pairs theoretically required to achieve unit fidelity. In this study, we focus on applying a linear model for extrapolation and also derive a more general exponential ansatz based on the Markovian error model. We demonstrate the effectiveness of PCE by using it to mitigate errors in the shadow estimation protocol, particularly for states prepared by the variational quantum eigensolver (VQE). Our results show that this method can achieve higher fidelities than the state-of-the-art Robust Shadow (RS) estimation scheme, while significantly reducing the number of required samples by eliminating the need for a calibration procedure. We validate these findings on both fully-connected topologies and simulated IBM hardware backends.

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Publication Details

Published
2024-09-15
DOI
https://doi.org/10.1109/qce60285.2024.10334
Citations
1
Primary Topic
Quantum Information and Cryptography
Type
article
Field-Weighted Citation Impact
0.35
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Pauli Check Extrapolation for Quantum Error Mitigation

Alvin Gonzales, Kaitlin N. Smith, Zain H. Saleem, Benchen Huang et al.
1 citations
Quantum Information and Cryptography
0.35
article

Pauli Check Extrapolation for Quantum Error Mitigation

Alvin Gonzales, Kaitlin N. Smith, Zain H. Saleem, Benchen Huang, Nikos Hardavellas, Quinn Langfitt, Ji Liu
article en
1 citations

Abstract

Pauli Check Sandwiching (PCS) is an error mitigation scheme that uses pairs of parity checks to detect errors in the payload circuit. While increasing the number of check pairs improves error detection, it also introduces additional noise to the circuit and exponentially increases the required sampling size. To address these limitations, we propose a novel error mitigation scheme, Pauli Check Extrapolation (PCE), which integrates PCS with an extrapolation technique similar to Zero-Noise Extrapolation (ZNE). However, instead of extrapolating to the ‘zero-noise’ limit, as is done in ZNE, PCE extrapolates to the ‘maximum check’ limit-the number of check pairs theoretically required to achieve unit fidelity. In this study, we focus on applying a linear model for extrapolation and also derive a more general exponential ansatz based on the Markovian error model. We demonstrate the effectiveness of PCE by using it to mitigate errors in the shadow estimation protocol, particularly for states prepared by the variational quantum eigensolver (VQE). Our results show that this method can achieve higher fidelities than the state-of-the-art Robust Shadow (RS) estimation scheme, while significantly reducing the number of required samples by eliminating the need for a calibration procedure. We validate these findings on both fully-connected topologies and simulated IBM hardware backends.

Northwestern University (US), Argonne National Laboratory (US), University of Chicago (US)
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Openalex Percentile: Top 30%
Quantum Information and Cryptography
0.35
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Pauli Check Extrapolation for Quantum Error Mitigation — Alvin Gonzales, Kaitlin N. Smith, et al. · (2024) | TGRS Research Map | TGRS