Bare minimum, you're gonna want a couple changes of clothes, a marker or two (edit: black, for making panhandling/destination signs), a climate appropriate sleeping bag, a tarp and maybe a yoga mat or some kind of sleeping pad if you don't like hunting for cardboard.
Additional things I suggest...