From e6828b2a8e33d172e5736f7135f3dea4ba3d23a1 Mon Sep 17 00:00:00 2001
From: Howard Heaton <54549555+howardheaton@users.noreply.github.com>
Date: Wed, 24 Jul 2024 17:28:45 -0700
Subject: [PATCH] update arXiv links

---
 README.md     | 2 +-
 docs/index.md | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 33b4d75..a40a33c 100644
--- a/README.md
+++ b/README.md
@@ -14,7 +14,7 @@ Many applications using large datasets require efficient methods for minimizing
 
 ## Publication
 
-_Proximal Projection Method for Stable Linearly Constrained Optimization_
+_Proximal Projection Method for Stable Linearly Constrained Optimization_ [arXiv Link](https://arxiv.org/abs/2407.16998)
     
     @article{heaton2024proximal,
              title={{Proximal Projection Method for Stable Linearly Constrained Optimization}},
diff --git a/docs/index.md b/docs/index.md
index a0919da..56671ec 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -30,7 +30,7 @@ _Proximal Projection Method for Stable Linearly Constrained Optimization_
 
 <center>
   
-  [arXiv Prerint :simple-arxiv:](https://github.com/TypalAcademy/proximal-projection-algorithm){ .md-button  }
+  [arXiv Prerint :simple-arxiv:](https://arxiv.org/abs/2407.16998){ .md-button  }
 
   [Github Repo :simple-github:](https://github.com/TypalAcademy/proximal-projection-algorithm){ .md-button  }