Richard: Won't starve but will make a huge fuss of it before going in the kitchen to cook.

Jason: Least likely since he has no problem in cooking for himself whenever he is hungry.

Tim: Would definitely starve to death if not for Richard and Alfred.

Damian: Will most likely go and annoy anyone who has food until that person gives in and hands it over to him.