Browse "MA-Journal Papers(저널논문)" by Author Karniadakis, George Em

Showing results 1 to 5 of 5

1
Accelerating gradient descent and Adam via fractional gradients

Shin, Yeonjong; Darbon, Jerome; Karniadakis, George Em, NEURAL NETWORKS, v.161, pp.185 - 201, 2023-04

2
Dying ReLU and Initialization: Theory and Numerical Examples

Lu, Lu; Shin, Yeonjong; Su, Yanhui; Karniadakis, George Em, COMMUNICATIONS IN COMPUTATIONAL PHYSICS, v.28, no.5, pp.1671 - 1706, 2020-11

3
GFINNs: GENERIC formalism informed neural networks for deterministic and stochastic dynamical systems

Zhang, Zhen; Shin, Yeonjong; Karniadakis, George Em, PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, v.380, no.2229, 2022-08

4
On the Convergence of Physics Informed Neural Networks for Linear Second-Order Elliptic and Parabolic Type PDEs

Shin, Yeonjong; Darbon, Jerome; Karniadakis, George Em, COMMUNICATIONS IN COMPUTATIONAL PHYSICS, v.28, no.5, pp.2042 - 2074, 2020-11

5
TRAINABILITY OF ReLU NETWORKS AND DATA-DEPENDENT INITIALIZATION

Shin, Yeonjong; Karniadakis, George Em, Journal of Machine Learning for Modeling and Computing, v.1, no.1, pp.39 - 74, 2020

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