How deep are you making these rocks?
I would think that mulch which is wood is going to be nutrient rich soil sooner rather than later, so a layer of that on top of your weed barrier seems like a recipe for growing lots of things that pop up through the rocks. Our neighbors put their own river rocks down about a month ago, and they already have a lot of green peaking through them... we paid someone to do it; they dug it out, put down new weed barrier, and then put down a couple inches of medium river rocks. So far nothing coming up, but we'll have to see how it lasts over the years.