Quantum neural network cost function concentration dependency on the parametrization expressivity

Abstract Although we are currently in the era of noisy intermediate scale quantum devices, several studies are being conducted with the aim of bringing machine learning to the quantum domain. Currently, quantum variational circuits are one of the main strategies used to build such models. However, d...

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Bibliographic Details
Main Authors: Lucas Friedrich, Jonas Maziero
Format: Article
Language:English
Published: Nature Portfolio 2023-06-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-37003-5