In large bowl, combine Brussels sprouts, oil, salt, pepper, and bittersweet paprika. Pour onto 2 baking sheets, being careful not to crowd, and bake for about 20 minutes, flipping once at the 10-minute mark. While sprouts are cooking, put together the hummus.