Cross Entropy optimization applied to humanoid locomotion in a noisy domain with a deterministic model.

In this experiment, the true domain has a large amount of noise; between 10-50 newtons of force is randomly applied to one randomly selected joint at each time step.  During the rollouts, there is no such noise, so the planner must deal with unpredictable pertubations of the domain.