paper

Quantum computational gradient estimation

arXiv:quant-ph/0507109

Abstract

Classically, determining the gradient of a black-box function f:R^p->R requires p+1 evaluations. Using the quantum Fourier transform, two evaluations suffice. This is based on the approximate local periodicity of exp(2*pi*i*f(x)). It is shown that sufficiently precise machine arithmetic results in gradient estimates of any required accuracy.

8 pages, no figure

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Quantum computational gradient estimation · wovepaper