A party, normally comprised of university students, inwhich alcohol is baked into a variety of different types of cake so they are not illegally drinking in their dorms- they are eating.
Frankie: Cake Party- Room 213!
Josh: Another cake party? Good. I don't want the dean to lose his shit again.