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:  ] In this paper, we address the problem of generating a compact representation of 2D-lidar scans to use its latent state for reinforcement learning in navigation tasks.