Evaluating Error Bound for Physics-Informed Neural Networks on Linear Dynamical Systems

3 July 2022

Papers citing "Evaluating Error Bound for Physics-Informed Neural Networks on Linear Dynamical Systems"

4 / 4 papers shown

Title
Improved Uncertainty Quantification in Physics-Informed Neural Networks Using Error Bounds and Solution Bundles P. Flores Olga Graf P. Protopapas K. Pichara PINN 33 0 0 09 May 2025
Exact and approximate error bounds for physics-informed neural networks Augusto T. Chantada Pavlos Protopapas Luca Gomez Bachar Susana J. Landau Claudia G. Scóccola PINN 64 0 0 21 Nov 2024
Error-Aware B-PINNs: Improving Uncertainty Quantification in Bayesian Physics-Informed Neural Networks Olga Graf P. Flores P. Protopapas K. Pichara PINN 37 6 0 14 Dec 2022
Uncertainty Quantification in Neural Differential Equations Olga Graf P. Flores P. Protopapas K. Pichara UQCV AI4CE 29 7 0 08 Nov 2021