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5 papers · 2 filters
A Tutorial on Optimal Control and Reinforcement Learning methods for Quantum Technologies
Luigi Giannelli, Sofia Sgroi, Jonathon Brown +4
Quantum Optimal Control is an established field of research which is necessary for the development of Quantum Technologies. In recent years, Machine Learning techniques have been p…
Reinforcement learning-enhanced protocols for coherent population-transfer in three-level quantum systems
Jonathon Brown, Sofia Sgroi, Luigi Giannelli +5
We deploy a combination of reinforcement learning-based approaches and more traditional optimization techniques to identify optimal protocols for population transfer in a multi-lev…
Retrieval of single photons from solid-state quantum transducers
Tom Schmit, Luigi Giannelli, Anders S. Sørensen +1
Quantum networks using photonic channels require control of the interactions between the photons, carrying the information, and the elements comprising the nodes. In this work we t…
Revealing higher-order light and matter energy exchanges using quantum trajectories in ultrastrong coupling
V. Macrì, F. Minganti, A. F. Kockum +3
The dynamics of open quantum systems is often modelled using master equations, which describe the expected outcome of an experiment (i.e., the average over many realizations of the…
Probing Ultrastrong Light-Matter Coupling in Open Quantum Systems
A. Ridolfo, J. Rajendran, L. Giannelli +2
Dynamically probing systems of ultrastrongly coupled light and matter by advanced coherent control has been recently proposed as a unique tool for detecting peculiar quantum featur…