The use of the term «AI» is, yet again, annoying by its vagueness.
I'm assuming that they do not refer to the general use of machines to solve differential equations (whether exactly or approximately), which is centuries old (Babbage's engine).
But then how restricted these «Physics-Informed Neural Networks» are ? Are there other methods using Neural Networks to solve differential equations ?