No, as it turns out. Entropy is an artefact of the fact that you can’t measure all the particles in the universe at once. And the fact that it seems to always increase is a consequence of the fact that matter is stable at large scales.

From:
Demystifying the second law of thermodynamics | Eigil Fjeldgren Rischel
https://erischel.com/demystifying-the-second-law-of-thermodynamics/