1 citations · 1 across the 4 of their papers we have counts for
4 papers
An Introduction to the Quantum Approximate Optimization Algorithm
Alessandro Giovagnoli
The Quantum Approximate Optimization Algorithm (QAOA) is a promising variational quantum algorithm introduced to tackle classically intractable combinatorial optimization problems.…
A Quantum Range-Doppler Algorithm for Synthetic Aperture Radar Image Formation
Alessandro Giovagnoli, Sigurd Huber, Gerhard Krieger
Synthetic aperture radar (SAR) is a well established technology in the field of Earth remote sensing. Over the years, the resolution of SAR images has been steadily improving and t…
Weight Re-Mapping for Variational Quantum Algorithms
Michael Kölle, Alessandro Giovagnoli, Jonas Stein +5
Inspired by the remarkable success of artificial neural networks across a broad spectrum of AI tasks, variational quantum circuits (VQCs) have recently seen an upsurge in quantum m…
QNEAT: Natural Evolution of Variational Quantum Circuit Architecture
Alessandro Giovagnoli, Yunpu Ma, Volker Tresp
Quantum Machine Learning (QML) is a recent and rapidly evolving field where the theoretical framework and logic of quantum mechanics are employed to solve machine learning tasks. V…