Go to Settings, open Visibility and switch on Invisible mode. You can switch it off at any time.
While it's on, new people won't see you. People you've already waved with or are chatting with still can.
How do I turn on Invisible mode?
Switch Invisible mode on or off in Settings, under Visibility.