Passive dynamic walking is the simplest and the most efficient form of biped locomotion. Albeit the simplicity, the walking gait of passive dynamic walkers resembles human walking in slops very well.

We propose a model-based reinforcement learning algorithm for biped walking in which the robot learns to appropriately place the swing leg. This decision is based on a learned model of the Poincare ...