Join Existing Dungeon?

Can you join someone in an existing dungeon?

A friend got thrown out of the part and dungeon after a bit of internet connectivity issues. While I’m waiting for them to return, I was wondering if they can just join me where we left off in the dungeon, or if we’ll have to start over again?

They party timed out, and I’m sitting in the dungeon alone.