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.
Impact of dissipation on universal fluctuation dynamics in open quantum systems,
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
-
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.