I don't recall ever seeing any autoplay ads there... of course, I use Android, and the browser doesn't support Flash, so that might be why.
One of the things, though, that might be behind all those ads is end-user adware; I know of some software that injects advertising into pages that otherwise don't have it. That usually is not from Drudge, as much as his detractors want to say it is.