96 citations · 355 across the 15 of their papers we have counts for
Showing 2022Show all
2 papers · 1 filter
cond-mat.stat-mech2022★ 3 cited
Surface Coverage Dynamics for Reversible Dissociative Adsorption on Finite Linear Lattices
Enrique Mercado, Hyun Tae Jung, Changho Kim +3
Dissociative adsorption onto a surface introduces dynamic correlations between neighboring sites not found in non-dissociative absorption. We study surface coverage dynamics where…
cs.LG2022★ 30 cited
Learning Stochastic Dynamics with Statistics-Informed Neural Network
Yuanran Zhu, Yu-Hang Tang, Changho Kim
We introduce a machine-learning framework named statistics-informed neural network (SINN) for learning stochastic dynamics from data. This new architecture was theoretically inspir…