Preheat the oven to 350 degrees.
Mix all the ingredients except the rice cakes together in a large bowl to distribute them evenly, and then pour the mixture out onto a parchment-lined cookie sheet. Spread into one even layer and bake for 20 minutes.
Let the granola cook completely and then break it apart. Add the rice cakes to the cooled mixture.