Before revision:  ] In this paper, we address the problem of generating a compact representation of 2D-lidar scans  for reinforcement learning in navigation tasks.
After revision: The benefit of pretrained autoencoders for reinforcement learning in comparison to training on raw observations is already known ] In this paper, we address the problem of generating a compact representation of 2D-lidar scans for reinforcement learning in navigation tasks.