diff --git a/README.md b/README.md
index ef89ad1..3de77a8 100644
--- a/README.md
+++ b/README.md
@@ -19,9 +19,11 @@ repo](https://github.com/humemai/humemai).
 
 ## List of academic papers that use the Rooms environments
 
-- ["A Machine With Human-Like Memory Systems"](https://arxiv.org/abs/2204.01611).
+- ["A Machine With Human-Like Memory Systems"](https://arxiv.org/abs/2204.01611)
 - ["A Machine with Short-Term, Episodic, and Semantic Memory
-  Systems"](https://arxiv.org/abs/2212.02098).
+  Systems"](https://arxiv.org/abs/2212.02098)
+- ["Leveraging Knowledge Graph-Based Human-Like Memory Systems to Solve Partially Observable Markov Decision Processes"](https://arxiv.org/abs/2408.05861)
+  
 
 ## pdoc documentation