62 citations · 115 across the 3 of their papers we have counts for
3 papers
Optimal quantum control via genetic algorithms for quantum state engineering in driven-resonator mediated networks
Jonathon Brown, Mauro Paternostro, Alessandro Ferraro
We employ a machine learning-enabled approach to quantum state engineering based on evolutionary algorithms. In particular, we focus on superconducting platforms and consider a net…
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…