Unifying physical systems' inductive biases in neural ODE using dynamics constraints

3 August 2022

Papers citing "Unifying physical systems' inductive biases in neural ODE using dynamics constraints"

5 / 5 papers shown

Title
When are dynamical systems learned from time series data statistically accurate? Jeongjin Park Nicole Yang Nisha Chandramoorthy AI4TS 38 4 0 09 Nov 2024
A Two-Stage Training Method for Modeling Constrained Systems With Neural Networks C. Coelho M. F. P. Costa L. L. Ferrás 24 0 0 05 Mar 2024
Stabilized Neural Differential Equations for Learning Dynamics with Explicit Constraints Alistair J R White Niki Kilbertus Maximilian Gelbrecht Niklas Boers 20 6 0 16 Jun 2023
Lagrangian Neural Networks M. Cranmer S. Greydanus Stephan Hoyer Peter W. Battaglia D. Spergel S. Ho PINN 139 425 0 10 Mar 2020
Symplectic Recurrent Neural Networks Zhengdao Chen Jianyu Zhang Martín Arjovsky Léon Bottou 152 220 0 29 Sep 2019