There has been a lot of research into discovering new physics (starting by discovering old physics) since the last 5-6 years and it always require:

- A lot of high-quality data - Some careful design - (Not always) some external knowledge to guide the solutions

And this is using specialized NNs for physics, where you often know underlying equations. Kind of crazy that some people are so delusional about that.