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@@ -223,7 +223,7 @@ <h4> How do we Erase Memory Elements?</h4>
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                 <h4>Implementation</h4>
-                <p> This project uses the JavaScript library <a href="https://d3js.org/">d3</a> to display data extracted from the Deep Reinforcement Learning model implemented in Python using <a href="https://pytorch.org/">PyTorch</a>. The video game DOOM is simulated with <a href="http://vizdoom.cs.put.edu.pl/">ViZDoom</a>. In addition, this project uses our previous work DRLViz (<a href="https://github.com/sical/drlviz">GitHub</a>, <a href="https://sical.github.io/drlviz/">demo</a>, <a href="https://theo-jaunet.github.io/drlviz.pdf">paper</a>) to analyse
+                <p> This project uses the JavaScript library <a href="https://d3js.org/">d3</a> to display data extracted from the Deep Reinforcement Learning model implemented in Python using <a href="https://pytorch.org/">PyTorch</a>. The video game DOOM is simulated with <a href="http://vizdoom.cs.put.edu.pl/">ViZDoom</a>. In addition, this project uses our previous work DRLViz (<a href="https://github.com/sical/drlviz">GitHub</a>, <a href="https://sical.github.io/drlviz/">demo</a>, <a href="https://arxiv.org/abs/1909.02982v1">paper</a>) to analyse
                     and generate episodes. For more information on this project, please feel free to visit our <a href="https://github.com/Theo-Jaunet/MemoryReduction">GitHub</a>. </p>
 
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