2 papers
cs.LG2026
On the post-hoc Evaluation of PDE Discovery: A Multifaceted Challenge of Scientific Advancement
Baptiste Mathevon, Farah Cherfaoui, Amaury Habrard +1
Partial differential equation (PDE) discovery aims to identify from data the governing law of a physical system. Constituting a cornerstone of scientific advancement, it has become…
cs.LG2025
Méthode de quadrature pour les PINNs fondée théoriquement sur la hessienne des résiduels
Antoine Caradot, Rémi Emonet, Amaury Habrard +2
Physics-informed Neural Networks (PINNs) have emerged as an efficient way to learn surrogate neural solvers of PDEs by embedding the physical model in the loss function and minimiz…