Great in low data regime and continous solution,

but single use, known to be hard to train and needs the ground truth eq.

Generalize to new initial condition, and simple integration of physics knowledge

but hard to scale up.

Most powerful and flexible approach, good generalization capabilities.

but very data-hungry and lack of interpretability