量子效用-实际量子优势的定义和评估

Nils Herrmann, Daanish Arya, M. Doherty, Angus Mingare, J. C. Pillay, F. Preis, S. Prestel
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引用次数: 7

摘要

已经提出了几个基准来全面测量量子计算性能。虽然有些人专注于最终用户的角度(例如,在面向应用的基准测试中),但考虑到量子处理器的物理足迹,真正的工业价值并没有被讨论。不同的用例对尺寸、重量、功耗或数据隐私有不同的要求,同时要求超过保真度、速度、问题大小或精度的某些阈值。本文旨在将这些特征纳入创造量子效用的概念中,该概念展示了量子计算机在各种应用中的有效性和实用性,其中量子优势-定义为更快,更准确或需要更少的能量-比类似尺寸,重量和成本的经典机器实现。为了继续追求量子效用,引入了一种基于层次的分类方案——应用准备等级(ARLs)——以及扩展的分类标签。这些演示应用于量子化学,量子模拟,量子机器学习和数据分析领域的不同量子应用,然后进行简要讨论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Quantum utility – definition and assessment of a practical quantum advantage
Several benchmarks have been proposed to holistically measure quantum computing performance. While some have focused on the end user’s perspective (e.g., in application-oriented benchmarks), the real industrial value taking into account the physical footprint of the quantum processor are not discussed. Different use-cases come with different requirements for size, weight, power consumption, or data privacy while demanding to surpass certain thresholds of fidelity, speed, problem size, or precision. This paper aims to incorporate these characteristics into a concept coined quantum utility, which demonstrates the effectiveness and practicality of quantum computers for various applications where quantum advantage – defined as either being faster, more accurate, or demanding less energy – is achieved over a classical machine of similar size, weight, and cost. To successively pursue quantum utility, a level-based classification scheme – constituted as application readiness levels (ARLs) – as well as extended classification labels are introduced. These are demonstratively applied to different quantum applications from the fields of quantum chemistry, quantum simulation, quantum machine learning, and data analysis followed by a brief discussion.
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