SciML in the Wild: A Diagnostic Study of When Structural Priors Help and When They Hurt

Vrishank Sai Anand, Prathamesh Dinesh Joshi, Raj Abhijit Dandekar +2

Scientific Machine Learning (SciML) methods such as Neural Ordinary Differential Equations (NODEs), Physics-Informed Neural Networks (PINNs), and Universal Differential Equations (…