I don’t think they do have that obligation. But the business model where ads are hosted in some ad network makes it pretty easy to differentiate between the good and bad content. It is a happy coincidence that this is the source of the most annoying ads generally.

Of course, business models might change. In that case my preferences probably will too, but I don’t think my reasoning will.