I don't see any party notifications from my friends list

@Lenny09210501 It is possible that you were moved to a different server from your friends. If you know for sure that your friends are throwing parties, but you can't see them, then you are on different servers.
There is nothing you can do to switch back to the original server. It is a game algorithm, which moves the player to the other server.