We filled our joints with anchor bolt cement. It mixes with water and dries pretty fast and can be found at most hardware stores. You just mix the powder with water and poiur it in the cracks, then sand it smooth. We put a clear sealer over that and it seems to be holding up pretty well.
Also, for more money, you can get an epoxy form of the same stuff.