Namba Aruki: Running style of the express runners during the Edo Period
tofugu.com
tofugu.com
But it's it more efficient? I really don't think so. Go read up on the biomechanics of walking, and you'll see it is already efficient. You are like a pendulum swinging back and forth, recovering some of the energy from each step.