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physics.comp-ph2021★ 1 cited
Computing the Invariant Distribution of Randomly Perturbed Dynamical Systems Using Deep Learning
Bo Lin, Qianxiao Li, Weiqing Ren
The invariant distribution, which is characterized by the stationary Fokker-Planck equation, is an important object in the study of randomly perturbed dynamical systems. Traditiona…
physics.comp-ph2019
Computing Committor Functions for the Study of Rare Events Using Deep Learning
Qianxiao Li, Bo Lin, Weiqing Ren
The committor function is a central object of study in understanding transitions between metastable states in complex systems. However, computing the committor function for realist…