update arXiv links

TypalAcademy · Jul 25, 2024 · e6828b2 · e6828b2
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diff --git 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
@@ -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  }