Depends what algorithm you use. If you use one that invents data, then you have, indeed, gained information. Fictitious information, agreed...as to whether or not it is superior or inferior to the input is subjective. Well then, don't. I explained one or two possible scenarios, but if you don't want to be convinced, then I'll stop trying to teach the pig to sing.