diff --git a/content/Articles/Quantifying the advantages of applying quantum approximate algorithms to portfolio optimisation.md b/content/Articles/Quantifying the advantages of applying quantum approximate algorithms to portfolio optimisation.md
index b17f3a7..a2f3756 100644
--- a/content/Articles/Quantifying the advantages of applying quantum approximate algorithms to portfolio optimisation.md	
+++ b/content/Articles/Quantifying the advantages of applying quantum approximate algorithms to portfolio optimisation.md	
@@ -40,9 +40,10 @@ Haomu Yuan, Christopher K. Long, Hugo V. Lepage, and Crispin H. W. Barnes. Quant
 }
 ```
 
-# Previous version
+# Other versions
 
 - Mon, 21 Oct 2024 17:59:05 UTC: [*https://arxiv.org/abs/2410.16265v1*](https://arxiv.org/abs/2410.16265v1). Downloads: [[PDFs/2410.16265v1.pdf|PDF]], [[TeX_Source/2410.16265v1.tar.gz|TeX Source]]
+- Mon, 5 Oct 2026 03:50:44 UTC: [*https://arxiv.org/abs/2410.16265v2*](https://arxiv.org/abs/2410.16265v2). Downloads: [[PDFs/2410.16265v2.pdf|PDF]], [[TeX_Source/2410.16265v2.tar.gz|TeX Source]]
 
 # Software