184 citations · 309 across the 12 of their papers we have counts for
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quant-ph2022★ 8 cited
Realization of the Trajectory Propagation in the MM-SQC Dynamics by Using Machine Learning
Kunni Lin, Jiawei Peng, Chao Xu +2
The supervised machine learning (ML) approach is applied to realize the trajectory-based nonadiabatic dynamics within the framework of the symmetrical quasi-classical dynamics meth…
quant-ph2022★ 3 cited
Automatic Evolution of Machine-Learning based Quantum Dynamics with Uncertainty Analysis
Kunni Lin, Jiawei Peng, Chao Xu +2
The machine learning approaches are applied in the dynamical simulation of open quantum systems. The long short-term memory recurrent neural network (LSTM-RNN) models are used to s…