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-# retro-baselines
+# retro-baselines-rudder
 
-Applying the [RUDDER paper](https://arxiv.org/abs/1806.07857) to sonic.
+Applying the [RUDDER paper (arxiv.org/abs/1806.07857)](https://arxiv.org/abs/1806.07857) to Sonic.
 
-[retro-baselines](https://github.com/openai/retro-baselines) modified to use the baselines_rudder repo.
+This code is [retro-baselines](https://github.com/openai/retro-baselines) modified to use the baselines_rudder code.
+
+Some of the requirements needed are listed in the included requirements.txt file. Install with `pip install -r requirements.txt`.
+
+![reward_plot](imgs/reward.png)
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