No difference this is exactly same as brier score. MSE is the KL divergence between ground truth and true prediction, assuming a gaussian error distribution. We use MSE as loss because we try to minimize KL divergence (again assuming gaussian error distribution). The article is very shallow, I am surprise it comes on HN front page.