Search Results for author: Diego García-Martín

Found 6 papers, 2 papers with code

Deep quantum neural networks form Gaussian processes

no code implementations17 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.

Gaussian Processes

Effects of noise on the overparametrization of quantum neural networks

no code implementations10 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.

Theory of overparametrization in quantum neural networks

no code implementations23 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.

Qibo: a framework for quantum simulation with hardware acceleration

6 code implementations3 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.

Quantum unary approach to option pricing

2 code implementations3 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

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