diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 21b2431..1ec926d 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -68,7 +68,7 @@ jobs:
         run: |
           python -m sphinx build docs docs_build
       - name: Upload documentation artifact
-        uses: actions/upload-artifact@v2
+        uses: actions/upload-artifact@v4
         with:
           name: docs
           path: docs_build
diff --git a/pyproject.toml b/pyproject.toml
index df6570e..e258ea7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -55,7 +55,7 @@ dependencies = [ # Optional
 [project.optional-dependencies] # Optional
 dev = ["black", "ruff", "isort"]
 test = ["pytest", "pytest-cov", "pytest-sugar", "pytest-xdist"]
-doc = ["myst-parser", "sphinx-copybutton","sphinx-gallery","sphinx-book-theme","matplotlib", "pysap-fmri", "ipywidgets", "myst-nb", "sphinx-autodoc2", "sphinx-design", "sphinx-tippy"]
+doc = ["myst-parser", "sphinx-copybutton","sphinx-gallery", "myst-sphinx-gallery", "sphinx-book-theme","matplotlib", "pysap-fmri", "ipywidgets", "myst-nb", "sphinx-autodoc2", "sphinx-design", "sphinx-tippy"]
 toolkit = [ "matplotlib", "pysap-fmri"]
 # List URLs that are relevant to your project
 # This field corresponds to the "Project-URL" and "Home-Page" metadata fields: