diff --git a/readings/applications-of-hpc.md b/readings/applications-of-hpc.md
index 47330ff..4e006bc 100644
--- a/readings/applications-of-hpc.md
+++ b/readings/applications-of-hpc.md
@@ -12,4 +12,6 @@ When you come across a good article, send me the link in Slack. The end goal is
 Submissions so far:
 
 - [AI accerlation with GPUs](https://blogs.nvidia.com/blog/accelerating-ai-artificial-intelligence-gpus/)
-- [Drug discovery with molecular modeling](https://www.mdpi.com/1420-3049/24/9/1693)
\ No newline at end of file
+- [Drug discovery with molecular modeling](https://www.mdpi.com/1420-3049/24/9/1693)
+- [HPC graph analysis](https://sites.cs.ucsb.edu/~gilbert/cs140/notes/HendricksonBerry.pdf)
+- [Automated catalyst synthesis](https://www.nature.com/articles/s44160-023-00424-1?et_rid=987561522&et_cid=4983836)