Alternatively, you can wait until the last minute to take everything out of the stroller, partially collapse the thing, curse loudly as you try to get it on the bus, and hit every person you pass while moving toward the rear of the bus. This is a particularly good strategy for extra-crowded buses.
Umbrella-fold strollers can fit below your feet, under the seats that face toward the center of the bus.