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F-Divergences and Cost Function Locality in Generative Modelling with Quantum Circuits

Generative modelling is an important unsupervised task in machine learning. In this work, we study a hybrid quantum-classical approach to this task, based on the use of a quantum circuit born machine. In particular, we consider training a quantum circuit born machine using f-divergences. We first di...

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Detalles Bibliográficos
Autores principales: Leadbeater, Chiara, Sharrock, Louis, Coyle, Brian, Benedetti, Marcello
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8534817/
https://www.ncbi.nlm.nih.gov/pubmed/34682005
http://dx.doi.org/10.3390/e23101281