When is a System Discoverable from Data? Discovery Requires Chaos.

arXiv:2511.08860v3 Announce Type: replace-cross Abstract: The deep learning revolution has enabled major AI advances in physical sciences, particularly in discovering dynamical systems from observational data. Yet the reliability of learned surrogates and symb