In the top right corner next to your profile, there's a button that looks like bullet points with text next to them. If you tap/hover your mouse over it, you get the drop-down menu where you can choose to view subscribed, moderated, favorites, or all communities.

Edit: it's also always been there as far as I'm aware, I don't remember it being with the top, hot, and newest buttons...