Data di Pubblicazione:
2022
Citazione:
A quantum analytical Adam descent through parameter shift rule using Qibo / M. Robbiati, S. Efthymiou, A. Pasquale, S. Carrazza. - In: POS PROCEEDINGS OF SCIENCE. - ISSN 1824-8039. - (2022 Jun 15). (Intervento presentato al 41. convegno International Conference on High Energy Physics ICHEP tenutosi a Bologna : 6-13 luglio nel 2022) [10.22323/1.414.0206].
Abstract:
In this proceedings we present quantum machine learning optimization
experiments using stochastic gradient descent with the parameter shift rule
algorithm. We first describe the gradient evaluation algorithm and its
optimization procedure implemented using the Qibo framework. After numerically
testing the implementation using quantum simulation on classical hardware, we
perform successfully a full quantum hardware optimization exercise using a
single superconducting qubit chip controlled by Qibo. We show results for a
quantum regression model by comparing simulation to real hardware optimization.
Tipologia IRIS:
23 - Pubblicazione su portale
Keywords:
Quantum Physics; Quantum Physics; High Energy Physics - Phenomenology
Elenco autori:
M. Robbiati, S. Efthymiou, A. Pasquale, S. Carrazza
Link alla scheda completa:
Link al Full Text: