377 citations · 2.5k across the 36 of their papers we have counts for
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Classical versus Quantum Models in Machine Learning: Insights from a Finance Application
Javier Alcazar, Vicente Leyton-Ortega, Alejandro Perdomo-Ortiz
Although several models have been proposed towards assisting machine learning (ML) tasks with quantum computers, a direct comparison of the expressive power and efficiency of class…
Entanglement types for two-qubit states with real amplitudes
Oscar Perdomo, Vicente Leyton-Ortega, Alejandro Perdomo-Ortiz
We study the set of two-qubit pure states with real amplitudes and their geometrical representation in the three-dimensional sphere. In this representation, we show that the maxima…
Robust Implementation of Generative Modeling with Parametrized Quantum Circuits
Vicente Leyton-Ortega, Alejandro Perdomo-Ortiz, Oscar Perdomo
Although the performance of hybrid quantum-classical algorithms is highly dependent on the selection of the classical optimizer and the circuit ansatz, a robust and thorough assess…