Randomized Physics-Informed Neural Networks for Bayesian Data Assimilation

5 July 2024

Papers citing "Randomized Physics-Informed Neural Networks for Bayesian Data Assimilation"

4 / 4 papers shown

Title
B-PINNs: Bayesian Physics-Informed Neural Networks for Forward and Inverse PDE Problems with Noisy Data Liu Yang Xuhui Meng George Karniadakis PINN 170 756 0 13 Mar 2020
Integrating Scientific Knowledge with Machine Learning for Engineering and Environmental Systems J. Willard X. Jia Shaoming Xu M. Steinbach Vipin Kumar AI4CE 83 387 0 10 Mar 2020
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,660 0 05 Dec 2016
MCMC using Hamiltonian dynamics Radford M. Neal 161 3,260 0 09 Jun 2012