Can I run cable across the gap between floor joists?
As @George stated, running between joists is fine.  Just don't attach to the bottom of the joists.  That is not fine.
One finer point, by the way...make sure you drill your holes in your joists within the middle 1/3 of the joist.  Don't do it 1.5&quot; from the bottom of the joist.