3 papers
cond-mat.soft2020
Determining the nonequilibrium criticality of a Gardner transition via a hybrid study of molecular simulations and machine learning
Huaping Li, Yuliang Jin, Ying Jiang +1
Apparent critical phenomena, typically indicated by growing correlation lengths and dynamical slowing-down, are ubiquitous in non-equilibrium systems such as supercooled liquids, a…
physics.comp-ph2019
Construction of a pathway map on a complicated energy landscape
Jianyuan Yin, Yiwei Wang, Jeff Z. Y. Chen +2
How do we search for the entire family tree without unwanted random guesses, starting from a high-index and high-energy stationary state on the energy landscape? Here we introduce…
cond-mat.dis-nn2018
A machine-learning solver for modified diffusion equations
Qianshi Wei, Ying Jiang, Jeff Z. Y. Chen
A feed-forward neural network has a remarkable property which allows the network itself to be a universal approximator for any functions.Here we present a universal, machine-learni…