All slytherins are automatically invited.
If you are in the 'invitation' group you are invited.
Further invites can be acquired by talking to either Adelina or Royce.
Last chances: Herbology (Ravenclaw & Slytherin), Corridors (Randomely start a thread and I'll 'bump into' your character) or at the Fool's day Ball.