On the post-hoc Evaluation of PDE Discovery: A Multifaceted Challenge of Scientific Advancement
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 during the past decade a major line of research in the rapidly evolving field of Physics-informed Machine Learning (PiML). Among the remain...