62 citations · 117 across the 3 of their papers we have counts for
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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…
Modelling mechanical equilibration processes of closed quantum systems: a case-study
Sofia Sgroi, Mauro Paternostro
We model the dynamics of a closed quantum system brought out of mechanical equilibrium, undergoing a non-driven, spontaneous, thermodynamic transformation. In particular, we consid…
Reinforcement learning approach to non-equilibrium quantum thermodynamics
Sofia Sgroi, G. Massimo Palma, Mauro Paternostro
We use a reinforcement learning approach to reduce entropy production in a closed quantum system brought out of equilibrium. Our strategy makes use of an external control Hamiltoni…