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B-PINNs: Bayesian Physics-Informed Neural Networks for Forward and Inverse PDE Problems with Noisy Data

Mar 13, 2020
Liu Yang, Xuhui Meng, George Em Karniadakis

* The first two authors contributed equally to this work 

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PPINN: Parareal Physics-Informed Neural Network for time-dependent PDEs

Sep 23, 2019
Xuhui Meng, Zhen Li, Dongkun Zhang, George Em Karniadakis

* 17 pages, 7 figures, 5 tables 

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DeepXDE: A deep learning library for solving differential equations

Jul 10, 2019
Lu Lu, Xuhui Meng, Zhiping Mao, George E. Karniadakis


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