I saved a pdf in my skydrive folder on one machine.
When I opened it on my windows 8.1 machine with reader while connected, it opened correctly.
When I tried to open it later while disconnected, it first indicated that it had been previously opened and that I could get it offline, but then the Reader application failed to open it (a message said the application didn't open in time).
I could open it offline with Word though.