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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 |
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 |
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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