Financing options for a couple who both have good, steady incomes, one with a high, almost perfect credit?

The other with bad credit or bankruptcy when buying a house? Are there any creative means around getting hit with higher int. rates on the loan. Can you use both incomes when applying & just put the other person with badk credit down as a roommate type situation & go solely by the better credit?