Machine learning for practical quantum error mitigation

H Liao, DS Wang, I Sitdikov, C Salcedo, A Seif… - arXiv preprint arXiv …, 2023 - arxiv.org
Quantum computers are actively competing to surpass classical supercomputers, but
quantum errors remain their chief obstacle. The key to overcoming these on near-term …

Unified approach to data-driven quantum error mitigation

A Lowe, MH Gordon, P Czarnik, A Arrasmith… - Physical Review …, 2021 - APS
Achieving near-term quantum advantage will require effective methods for mitigating
hardware noise. Data-driven approaches to error mitigation are promising, with popular …

Digital zero noise extrapolation for quantum error mitigation

T Giurgica-Tiron, Y Hindy, R LaRose… - 2020 IEEE …, 2020 - ieeexplore.ieee.org
Zero-noise extrapolation (ZNE) is an increasingly popular technique for mitigating errors in
noisy quantum computations without using additional quantum resources. We review the …

Testing platform-independent quantum error mitigation on noisy quantum computers

V Russo, A Mari, N Shammah… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
We apply quantum error mitigation (QEM) techniques to a variety of benchmark problems
and quantum computers to evaluate the performance of QEM in practice. To do so, we …

[HTML][HTML] Volumetric benchmarking of error mitigation with qermit

C Cirstoiu, S Dilkes, D Mills, S Sivarajah… - Quantum, 2023 - quantum-journal.org
The detrimental effect of noise accumulates as quantum computers grow in size. In the case
where devices are too small or noisy to perform error correction, error mitigation may be …

Unifying and benchmarking state-of-the-art quantum error mitigation techniques

D Bultrini, MH Gordon, P Czarnik, A Arrasmith… - Quantum, 2023 - quantum-journal.org
Error mitigation is an essential component of achieving a practical quantum advantage in
the near term, and a number of different approaches have been proposed. In this work, we …

QVECTOR: an algorithm for device-tailored quantum error correction

PD Johnson, J Romero, J Olson, Y Cao… - arXiv preprint arXiv …, 2017 - arxiv.org
Current approaches to fault-tolerant quantum computation will not enable useful quantum
computation on near-term devices of 50 to 100 qubits. Leading proposals, such as the color …

Quantum error mitigation with artificial neural network

C Kim, KD Park, JK Rhee - IEEE Access, 2020 - ieeexplore.ieee.org
A quantum error mitigation technique based on machine learning is proposed, which learns
how to adjust the probabilities estimated by measurement in the computational basis. Neural …

Efficiently improving the performance of noisy quantum computers

S Ferracin, A Hashim, JL Ville, R Naik… - Quantum, 2024 - quantum-journal.org
Using near-term quantum computers to achieve a quantum advantage requires efficient
strategies to improve the performance of the noisy quantum devices presently available. We …

Mitiq: A software package for error mitigation on noisy quantum computers

R LaRose, A Mari, S Kaiser, PJ Karalekas… - Quantum, 2022 - quantum-journal.org
We introduce Mitiq, a Python package for error mitigation on noisy quantum computers. Error
mitigation techniques can reduce the impact of noise on near-term quantum computers with …