diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -16,6 +16,7 @@
 ---
 **Project News** ⚡ 
 
+- \[2023/12\] The preprint of the Perseus paper is out [here](https://arxiv.org/abs/2312.06902)!
 - \[2023/10\] We released Perseus, an energy optimizer for large model training. Get started [here](https://ml.energy/zeus/perseus/)!
 - \[2023/09\] We moved to under [`ml-energy`](https://github.com/ml-energy)! Please stay tuned for new exciting projects!
 - \[2023/07\] [`ZeusMonitor`](https://ml.energy/zeus/reference/monitor/#zeus.monitor.ZeusMonitor) was used to profile GPU time and energy consumption for the [ML.ENERGY leaderboard & Colosseum](https://ml.energy/leaderboard).
diff --git a/docs/index.md b/docs/index.md
index e6aac8dd..26191061 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -18,6 +18,7 @@ hide:
 ---
 **Project News** ⚡ 
 
+- \[2023/12\] The preprint of the Perseus paper is out [here](https://arxiv.org/abs/2312.06902)!
 - \[2023/10\] We released Perseus, an energy optimizer for large model training. Get started [here](https://ml.energy/zeus/perseus/)!
 - \[2023/09\] We moved to under [`ml-energy`](https://github.com/ml-energy)! Please stay tuned for new exciting projects!
 - \[2023/07\] [`ZeusMonitor`][zeus.monitor.ZeusMonitor] was used to profile GPU time and energy consumption for the [ML.ENERGY leaderboard & Colosseum](https://ml.energy/leaderboard).
diff --git a/docs/perseus/index.md b/docs/perseus/index.md
index 6958fd71..bdf8433d 100644
--- a/docs/perseus/index.md
+++ b/docs/perseus/index.md
@@ -6,7 +6,7 @@
     This document always reflects the master `HEAD`.
 
 !!! Tip
-    Stay tuned for the paper release :)
+    Our preprint is out on [arXiv](https://arxiv.org/abs/2312.06902)! :)
 
 ## Overview