A potato bake typically refers to any baked potato dish that features slices or chunks of potato in a cream or cheese sauce. It can include a wide variety of ingredients, such as onions, bacon, or other vegetables, depending on the recipe. Gratin dauphinois is a specific type of potato bake that originates from France and traditionally uses thinly sliced potatoes, cream, and Gruyere cheese.