I went to a recruitment day (for accepted students) at a university and most were dressed business casual (slacks, nice blouse/shirt). I don't think you can really go wrong with business casual in an event like this, although I'd imagine an open house may be structured slightly different than a recruitment/visiting day (we still met individually with grad. students and professors).