Is there an application like screen but for GUI applications?
xpra claims to be such a thing. I've never used it.
(I've heard of another tool like that, but I don't remember the name.)
I've normally used a vnc application for this purpose. It's not ideal, but it works for me.
You basically just connect to the vnc every time and make sure you don't log it off...