Yeonjong Shin

Approximation rates of DeepONets for learning operators arising from advection–diffusion equations

Beichuan Deng, Yeonjong Shin, Lu Lu et al. · Neural Networks · 2022 · 82 citations · Full text

Natural Sciences, Mathematics, Physics +13

Nonadaptive Quasi-Optimal Points Selection for Least Squares Linear Regression

Yeonjong Shin, Dongbin Xiu · SIAM Journal on Scientific Computing · 2016 · 58 citations

Computing, Computer Science, Algorithms +15

GFINNs: GENERIC formalism informed neural networks for deterministic and stochastic dynamical systems

Zhen Zhang, Yeonjong Shin, George Em Karniadakis · Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences · 2022 · 57 citations · Full text

Natural Sciences, Physics, Computational Physics +16

On the Convergence and generalization of Physics Informed Neural Networks.

Yeonjong Shin, Jérôme Darbon, George Em Karniadakis · arXiv (Cornell University) · 2020 · 53 citations · Full text

Natural Sciences, Mathematics, Physics +14

ERROR ESTIMATES OF RESIDUAL MINIMIZATION USING NEURAL NETWORKS FOR LINEAR PDES

Yeonjong Shin, Zhongqiang Zhang, George Em Karniadakis · Journal of Machine Learning for Modeling and Computing · 2023 · 50 citations · Full text

Natural Sciences, Mathematics, Physics +17