A Transformer trained on observable trajectories reconstructs Bernstein-parameterized Lindblad dissipation rates in several simulated open quantum models, with R2 above 0.9 in-distribution.
Nonequilibrium quan- tum criticality in open systems: The dissipation rate as an ad- ditional indispensable scaling variable,
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Unraveling Quantum Environments: Transformer-Assisted Learning in Lindblad Dynamics
A Transformer trained on observable trajectories reconstructs Bernstein-parameterized Lindblad dissipation rates in several simulated open quantum models, with R2 above 0.9 in-distribution.