Uncertainty Propagation in Deep Neural Network Using Active Subspace. - Weiqi Ji; Zhuyin Ren; Chung K. Law (CoRR, 2019)

Autonomous Discovery of Unknown Reaction Pathways from Data by Chemical Reaction Neural Network. - Weiqi Ji; Sili Deng (CoRR, 2020)

Stiff-PINN: Physics-Informed Neural Network for Stiff Chemical Kinetics. - Weiqi Ji; Weilun Qiu; Zhiyu Shi; Shaowu Pan; Sili Deng (AAAI Spring Symposium: MLPS, 2021)

Stiff Neural Ordinary Differential Equations. - Suyong Kim; Weiqi Ji; Sili Deng; Christopher Rackauckas (CoRR, 2021)

Inference of cell dynamics on perturbation data using adjoint sensitivity. - Weiqi Ji; Bo Yuan; Ciyue Shen; Aviv Regev; Chris Sander; Sili Deng (CoRR, 2021)

Autonomous Kinetic Modeling of Biomass Pyrolysis using Chemical Reaction Neural Networks. - Weiqi Ji; Franz Richter; Michael J. Gollner; Sili Deng (CoRR, 2021)