diff --git a/doc/_templates/sidebar/version_toggler.html b/doc/_templates/sidebar/version_toggler.html
index afd2a3e1f..1ea55a486 100644
--- a/doc/_templates/sidebar/version_toggler.html
+++ b/doc/_templates/sidebar/version_toggler.html
@@ -3,15 +3,15 @@
 
    <div style="display: flex; align-items: center; gap: 0.25em;">
       <span class="{{ 'sidebar-version-selected' if is_stable_doc else '' }}">
-         <a style=" text-decoration: none;" href="stable/index.html">
+         <a style=" text-decoration: none;" href="https://contrib.scikit-learn.org/skglm/stable/index.html">
             Stable
          </a>
       </span>
 
       <span class="{{ '' if is_stable_doc else 'sidebar-version-selected' }}">
-         <a style="text-decoration: none;" href="../index.html">
+         <a style="text-decoration: none;" href="https://contrib.scikit-learn.org/skglm/">
             Dev
          </a>
       </span>
    </div>
-</div>
+</div>
\ No newline at end of file
diff --git a/doc/conf.py b/doc/conf.py
index 4a5b89f7a..a976fefcc 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -269,7 +269,8 @@
         "announcement": (
             "You are viewing the documentation of the dev version of "
             "<code>skglm</code> which contains WIP features. "
-            "View <a href='stable/index.html'>stable version</a>."
+            "View <a href='https://contrib.scikit-learn.org/skglm/stable/index.html'>"
+            "stable version</a>."
         )
     }