Gather the ingredients.
Combine cream cheese and confectioners' sugar in a large bowl; beat with an electric mixer until smooth and creamy.
Add peanut butter and milk; beat until smooth.
Fold in whipped topping until well combined; spoon mixture evenly into graham cracker crusts.
Cover and freeze until firm.