no code implementations • 14 Dec 2023 • M. Cerezo, Martin Larocca, Diego García-Martín, N. L. Diaz, Paolo Braccia, Enrico Fontana, Manuel S. Rudolph, Pablo Bermejo, Aroosa Ijaz, Supanut Thanasilp, Eric R. Anschuetz, Zoë Holmes
A large amount of effort has recently been put into understanding the barren plateau phenomenon.
no code implementations • 17 May 2023 • Diego García-Martín, Martin Larocca, M. Cerezo
It is well known that artificial neural networks initialized from independent and identically distributed priors converge to Gaussian processes in the limit of large number of neurons per hidden layer.
no code implementations • 10 Feb 2023 • Diego García-Martín, Martin Larocca, M. Cerezo
In particular, it has been proposed that a QNN can be defined as overparametrized if it has enough parameters to explore all available directions in state space.
no code implementations • 23 Sep 2021 • Martin Larocca, Nathan Ju, Diego García-Martín, Patrick J. Coles, M. Cerezo
The prospect of achieving quantum advantage with Quantum Neural Networks (QNNs) is exciting.
6 code implementations • 3 Sep 2020 • Stavros Efthymiou, Sergi Ramos-Calderer, Carlos Bravo-Prieto, Adrián Pérez-Salinas, Diego García-Martín, Artur Garcia-Saez, José Ignacio Latorre, Stefano Carrazza
We present Qibo, a new open-source software for fast evaluation of quantum circuits and adiabatic evolution which takes full advantage of hardware accelerators.
2 code implementations • 3 Dec 2019 • Sergi Ramos-Calderer, Adrián Pérez-Salinas, Diego García-Martín, Carlos Bravo-Prieto, Jorge Cortada, Jordi Planagumà, José I. Latorre
We present a quantum algorithm for European option pricing in finance, where the key idea is to work in the unary representation of the asset value.
Quantum Physics