Jacobian Regularization Stabilizes Long-Term Integration of Neural Differential Equations

Maya Janvier, Julien Salomon, Etienne Meunier

Hybrid models and Neural Differential Equations (NDE) are getting increasingly important for the modeling of physical systems, however they often encounter stability and accuracy i…