I sometimes reuse the old gasket, if it is in decent condition, with a thin film silicone sealant. Otherwise, I put on a new gasket. I think silicone that holds a film like Ultra Gray or Right Stuff without a gasket would be fine too.
You are not sealing oil in, but I think it is good not to have metal to metal contact.