Matrix Factorization with user and item regularization VS Probabilistic Matrix Factorization

Question

I'm working on collaborative filtering techniques and there's an approach called probabilistic matrix factorization (paper-link).

I've been wondering about the difference between matrix factorization with l2 regularization and probabilistic matrix factorization. Both seems to be the same thing, yet they're claimed not to be.

Thanks,