Funeral potatoes aka cheesy potatoes are usually made with frozen potatoes and canned soup, sort of a shortcut version of potatoes au gratin. To make au gratin potatoes, sliced raw potatoes are layered in a baking dish with cheese and a creamy white sauce and baked until tender.