I've found papers that seem to suggest that these concepts are the same, like this one: https://arxiv.org/abs/1005.3854
But I've found answers in Physics Stack Exchange that say that both are incompatible. Although other answers say they are related: Entropy and the principle of least action
I hope you could clarify this confusion. Why is this so unclear? Why are there contradicting arguments?
In summary: When there is an action, does it have any associated/related entropy? Is every action related to entropy? Are these the same? Are these completely incompatible?? Has physics advanced enough to know a definitive answer?