You can! They won't be quite as crispy but it will work. Heat your oven to 200C/390F fan and drizzle a couple of tablespoons of olive oil over the arancini on a lined oven tray, or on a wire rack set over an oven tray for a crispier result. Bake for 15 - 20 minutes, until they're looking golden.