On the theoretical side, ML can be used to find a conceptual pattern in the existing literature. E.g. here's a paragraph describing a novel idea, go read all ph

On the theoretical side, ML can be used to find a conceptual pattern in the existing literature. E.g. here's a paragraph describing a novel idea, go read all physics (and beyond) papers and find those that describe similar ideas.