PS2 games won't work either at first.
It was unclear if the PlayStation Vita would be compatible with PSone Classics purchases on your PlayStation account, though it was assumed it would be possible given the fact that it would share the same account.Today, the truth is still shrouded, but it was announced that they won't be compatible at least at launch