In this paper, we study deep neural networks for solving extremely large...
In this paper, we study deep neural networks (DNNs) for solving
high-dim...
In this paper, we consider the density estimation problem associated wit...
In this paper, we propose a novel method for solving high-dimensional
sp...
Identifying hidden dynamics from observed data is a significant and
chal...
Deep learning is a powerful tool for solving nonlinear differential
equa...
The residual method with deep neural networks as function parametrizatio...