Uncertainty Quantification in Neural Differential Equations

8 November 2021

Papers citing "Uncertainty Quantification in Neural Differential Equations"

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
Continuous Time Evidential Distributions for Irregular Time Series Taylor W. Killian Haoran Zhang Thomas Hartvigsen Ava P. Amini OOD EDL 39 0 0 25 Jul 2023
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
Evaluating Error Bound for Physics-Informed Neural Networks on Linear Dynamical Systems Shuheng Liu Xiyue Huang P. Protopapas PINN 21 5 0 03 Jul 2022