A Leap among Quantum Computing and Quantum Neural Networks: A Survey

Author:

Massoli Fabio Valerio1ORCID,Vadicamo Lucia1ORCID,Amato Giuseppe1ORCID,Falchi Fabrizio1ORCID

Affiliation:

1. Istituto di Scienza e Tecnologie dell’Informazione “Alessandro Faedo”, CNR, Pisa, Italy

Abstract

In recent years, Quantum Computing witnessed massive improvements in terms of available resources and algorithms development. The ability to harness quantum phenomena to solve computational problems is a long-standing dream that has drawn the scientific community’s interest since the late ’80s. In such a context, we propose our contribution. First, we introduce basic concepts related to quantum computations, and then we explain the core functionalities of technologies that implement the Gate Model and Adiabatic Quantum Computing paradigms. Finally, we gather, compare, and analyze the current state-of-the-art concerning Quantum Perceptrons and Quantum Neural Networks implementations.

Funder

H2020

Fondazione Cassa di Risparmio di Lucca

Publisher

Association for Computing Machinery (ACM)

Subject

General Computer Science,Theoretical Computer Science

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