He published a whole paper providing a systematic analysis of a wide range of models. There's a whole section on that. So it's not specific to PINN.
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 ?