of course this might depend on the environment this might depend on exactly only architecture that the experiments that we're done in this paper showed that pixel control actually slightly outperformed feature based control and again control here means it's the auxiliary loss using the auxiliary cue functions that the ultimate reward function that you're actually optimized for and score against on the vertical axis here is the real reward function of collecting the fruits in the maze then here are a couple of unsupervised RL