4.6 Review

Near-term quantum computing techniques: Variational quantum algorithms, error mitigation, circuit compilation, benchmarking and classical simulation

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SCIENCE PRESS
DOI: 10.1007/s11433-022-2057-y

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quantum computing; noisy-intermediate scale quantum; variational quantum algorithms; error mitigation; circuit compilation; benchmarking protocols; classical simulation

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Quantum computing is a transformative technology with broad applications, but the development of a fully mature quantum computer is still a long-term goal. In the meantime, near-term quantum devices with noise and limited qubits are being utilized, and various techniques like variational quantum algorithms and error mitigation are being developed to enhance their capabilities and enable useful applications. Efficient classical simulation also plays a crucial role in quantum algorithm design and verification. This review provides an introduction to these near-term quantum computing techniques, reports on their progress, and discusses their future prospects.
Quantum computing is a game-changing technology for global academia, research centers and industries including computational science, mathematics, finance, pharmaceutical, materials science, chemistry and cryptography. Although it has seen a major boost in the last decade, we are still a long way from reaching the maturity of a full-fledged quantum computer. That said, we will be in the noisy-intermediate scale quantum (NISQ) era for a long time, working on dozens or even thousands of qubits quantum computing systems. An outstanding challenge, then, is to come up with an application that can reliably carry out a nontrivial task of interest on the near-term quantum devices with non-negligible quantum noise. To address this challenge, several near-term quantum computing techniques, including variational quantum algorithms, error mitigation, quantum circuit compilation and benchmarking protocols, have been proposed to characterize and mitigate errors, and to implement algorithms with a certain resistance to noise, so as to enhance the capabilities of near-term quantum devices and explore the boundaries of their ability to realize useful applications. Besides, the development of near-term quantum devices is inseparable from the efficient classical simulation, which plays a vital role in quantum algorithm design and verification, error-tolerant verification and other applications. This review will provide a thorough introduction of these near-term quantum computing techniques, report on their progress, and finally discuss the future prospect of these techniques, which we hope will motivate researchers to undertake additional studies in this field.

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