Before revision:  To cope with this limitation, we propose a method  that trains a forward model from video data only, via disentangling the motion of controllable agent to model the transition dynamics.
After revision:  To cope with this limitation, we propose a method , dubbed DMotion, that trains a forward model from video data only, via disentangling the motion of controllable agent to model the transition dynamics.