Black walnuts differ from regular walnuts in several ways. Their flavor is stronger, richer and smokier. Black walnuts are also notoriously tough to crack, and once cracked they much be handled with gloves, since the oil in their shells leaves a brown stain on the skin. These nuts add a distinctive hearty flavor to baked goods.