diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 475bc51..6b822e6 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -30,7 +30,7 @@ jobs:
     - name: Check products
       run: pipx run twine check dist/*
 
-    - uses: pypa/gh-action-pypi-publish@v1.4.2
+    - uses: pypa/gh-action-pypi-publish@v1.5.1
       if: github.event_name == 'release' && github.event.action == 'published'
       with:
         user: __token__
diff --git a/README.md b/README.md
index 9ba8ab3..f886487 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 <p align="center">
   <img src="nbs/assets/neos_logo.png" alt="neos logo" width="125"><br>
   neural end-to-end-optimised summary statistics
-  
+
   <br>
   <a href="https://arxiv.org/abs/2203.05570">arxiv.org/abs/2203.05570</a>
   <br>