no code implementations • ICLR 2019 • Qianxiao Li, Bo Lin, Weiqing Ren
The committor function is a central object of study in understanding transitions between metastable states in complex systems.
no code implementations • 9 Apr 2024 • Bo Lin, Weiqing Ren
In this work, we propose a deep learning method with two novel adaptive sampling schemes (I and II).
no code implementations • 8 Apr 2024 • Bo Lin, Yangzheng Zhong, Weiqing Ren
In fact, computing the transition pathway is a challenging task for complex and high-dimensional systems.
no code implementations • 16 Jul 2022 • Weiqing Ren, Yuben Qu, Chao Dong, Yuqian Jing, Hao Sun, Qihui Wu, Song Guo
With the vigorous development of artificial intelligence (AI), the intelligent applications based on deep neural network (DNN) change people's lifestyles and the production efficiency.
no code implementations • 22 Oct 2021 • Bo Lin, Qianxiao Li, Weiqing Ren
The potential component of the decomposition gives the generalized potential.
no code implementations • 13 Dec 2020 • Bo Lin, Qianxiao Li, Weiqing Ren
The quasipotential is a natural generalization of the concept of energy functions to non-equilibrium systems.
no code implementations • 14 Jun 2019 • Qianxiao Li, Bo Lin, Weiqing Ren
The committor function is a central object of study in understanding transitions between metastable states in complex systems.