I discovered that you can only load an old map IF you saved the permalink link that appears under the Generate/Features/From URL menu. If not, it will always give you a new map.
I'm still on my way to discover how to load the landmarks too, thou.... Because although the old map loads with the permalink, it appears with no landmarks and no names you gave it before.