The actual title is pretty buzzy given how limited the task described is. In one specific, very constrained and artificial task, you can find something like detailed balance. And even then, their data are quite far from being a perfect fit for detailed balance.

Would love it if I could use my least action principle knowledge for LLM interpretability, this paper doesn't convince me at all :)