A data-driven model based on the GENERIC formalism learns the nonlinear thermodynamic master equation of an open quantum system, recovering Hamiltonian and coupling operators from Bloch-vector trajectories.
Solving the quantum many-body hamiltonian learning problem with neural differential equations
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
quant-ph 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Learning thermodynamic master equations for open quantum systems
A data-driven model based on the GENERIC formalism learns the nonlinear thermodynamic master equation of an open quantum system, recovering Hamiltonian and coupling operators from Bloch-vector trajectories.