As Dave suggested the paper what very well structured and clearly presented the backbround on reinforcement learning.

I was a bit also unsure about how the simplistic approaches were trained and what information was available to them, but nontheless the results presented in figures 8 and 9 were very interesting and suggested that the approcah presented here seems to have achieved its goal.