Yes, they are really available now. Yesterday I found an Apple Web Page that announced the availability of these Videos but none of us could access them even after signing in as registered Developers. And after a few minutes, Apple appear to have pulled out the web page itself.
Well, the wait is over. Finally, they are here. WWDC 2011 Session Videos are now available for all. Really.