2 papers
quant-ph2026
A no free lunch theorem for untrained quantum circuits in machine learning
Steven Herbert
This paper proves that if an untrained quantum circuit is used as a resource in a machine learning workflow, then on average no quantum circuit is better than any other that can ac…
quant-ph2024
Noise-Aware Quantum Amplitude Estimation
Steven Herbert, Ifan Williams, Roland Guichard +1
In this article, based on some simple and reasonable assumptions, we derive a Gaussian noise model for quantum amplitude estimation. We provide results from quantum amplitude estim…