"Same old songs" - with a few exceptions most of my singer friends seem to manage to come up with different ones each time!
And I would normally expect anyone new at a session to take their turn, like the rest of us: at one session I go to, anyone who arrives late is given their turn after everyone else who arrived on time, rather than in order of seating.