The brilliant point of this paper is to point out that in the same way entropy describes our ignorance of the microscopic state of a system, the action (the time integral of the Lagrangian [itself equal to kinetic energy – potential energy]) seems to quantify our ignorance of the microscopic law that governs a system.
It’s not made explicit, but as a lattice gauge theorist it’s an easy analogy to make: the gauge configurations that contribute correspond to different Dirac operators (ie. PDEs) for matter—-gauge symmetry is in some sense a “rulial space” but… you know… discovered 100 years ago.
[0] http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.42....