diff --git a/courses/peer_review_2024/index.md b/courses/peer_review_2024/index.md
index 9eb5e40e4..c178ed617 100644
--- a/courses/peer_review_2024/index.md
+++ b/courses/peer_review_2024/index.md
@@ -111,10 +111,10 @@ After the round of sharing, the Discussion Leaders will present a joint talk sim
 - PAIR 1: [Targeting protein-ligand neosurfaces using a generalizable deep learning approach](https://www.biorxiv.org/content/10.1101/2024.03.25.585721v1)
 
 ### May 1
-- TRIO 2: PAPER
+- TRIO 2: [Dissecting translation elongation dynamics through ultra-long tracking of single ribosomes](https://www.biorxiv.org/content/10.1101/2024.04.08.588516v1)
 
 ### May 6
-- PAIR 3: PAPER
+- PAIR 3: [Highly multiplexed design of an allosteric transcription factor to sense novel ligands](https://www.biorxiv.org/content/10.1101/2024.03.07.583947v2)
 
 ### May 7
-- PAIR 4: PAPER
\ No newline at end of file
+- PAIR 4: [A complete map of specificity encoding for a partially fuzzy protein interaction](https://www.biorxiv.org/content/10.1101/2024.04.25.591103v1)
\ No newline at end of file