Nothing wrong with ignoring it. If they're lost, they can go to a gas station or something; bothering someone past midnight--even with good intentions--is rude as fuck. I'm in a similar situation a lot (I live at the corner of two major streets) and nothing bad has ever come from ignoring it.
no subject