The one that seems most natural to me is:
"I can not believe we are graduating tomorrow."
Personally, the way I'd say it is:
"I can not believe that we are graduating tomorrow."
I'm not sure how grammatically correct this, but when I'm speaking this is how I'd say it.
I hope this helps.