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arXiv 2205.00519quant-ph
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在具有对数复杂度的量子寄存器中制备任意连续函数

Preparing Arbitrary Continuous Functions in Quantum Registers With Logarithmic Complexity

Arthur G. Rattew, Bálint Koczor

摘要:

量子计算机将能够以显着的多项式和指数加速来解决重要问题,例如金融期权定价和实空间分子化学模拟。然而,关键应用程序只有在有效地准备输入时才能实现其潜在的加速。我们有效地解决了重要的问题,有效地准备量子态以下任意连续(以及更一般)的功能,复杂性对数在所需的分辨率,并具有严格的误差界。这是通过基于秩-1投影仪的模拟的基本子例程的开发来实现的。结合量子信息处理的各种技术,这个子程序使我们能够提出一套广泛的工具来解决实际任务,如状态准备,Lipschitz连续函数的数值积分,以及从概率密度函数的优越采样。因此,我们的工作在广泛的应用中具有重要意义,例如在金融预测和量子模拟中。

英文摘要:

Quantum computers will be able solve important problems with significant polynomial and exponential speedups over their classical counterparts, for instance in option pricing in finance, and in real-space molecular chemistry simulations. However, key applications can only achieve their potential speedup if their inputs are prepared efficiently. We effectively solve the important problem of efficiently preparing quantum states following arbitrary continuous (as well as more general) functions with complexity logarithmic in the desired resolution, and with rigorous error bounds. This is enabled by the development of a fundamental subroutine based off of the simulation of rank-1 projectors. Combined with diverse techniques from quantum information processing, this subroutine enables us to present a broad set of tools for solving practical tasks, such as state preparation, numerical integration of Lipschitz continuous functions, and superior sampling from probability density functions. As a result, our work has significant implications in a wide range of applications, for instance in financial forecasting, and in quantum simulation.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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