3 papers
cs.LG2026
Unrolled gradients in disguise: bridging interpolation-based and Jacobian regularization for stable neural dynamics
Maya Janvier, Etienne Meunier
Hybrid models and neural differential equations (NDEs) are becoming increasingly important for modelling physical systems; however, they often encounter stability and accuracy issu…
astro-ph.IM2026
White paper on the relevance of the European Solar Telescope (EST) for the French heliophysics
E. Pariat, Q. Noraz, B. Perri +61
The project of the European Solar Telescope aims to provide a state-of-the art infrastructure to study the Sun and its interactions with Earth and the heliosphere. This 4.2m apertu…
cs.LG2026
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…