This easy ice cream cake is made with Reese's pieces, vanilla ice cream, melted chocolate, peanut butter, and chocolaty rice cereal. I have the biggest weakness when it comes to ice cream cakes. They are my favorite cakes to make during the summer when it's too hot to turn on the oven.