For dried-out paints, one can also buy acrylic medium (the base fluid of acrylic paint, without the pigment) in art supply stores to use instead of water. This is more expensive, but I'm told it yields better results. I haven't tried it myself, but I've been told by some enthusiasts that it helps the ressurrected paint cover more eenly than plain water.