A data-driven model learns thermodynamically consistent master equations for open quantum systems, estimating Hamiltonians and couplings from synthetic two- and three-level data plus experimental two-level quantum device measurements.
Learning physics from data: a thermodynamic interpretation
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Learning thermodynamic master equations for open quantum systems
A data-driven model learns thermodynamically consistent master equations for open quantum systems, estimating Hamiltonians and couplings from synthetic two- and three-level data plus experimental two-level quantum device measurements.