I was always taught Australasia as the thing you say when you want to be more general than just Australia.

I only encountered the word "Oceania" in this context quite recently – perhaps a month or two ago, probably on Wikipedia – and before that the only context in which I'd have expected to hear the word "Oceania" was followed by "has always been at war with E{ur,ast}asia".