diff --git a/doc/_static/funding/cds-dark.svg b/doc/_static/funding/cds-dark.svg
new file mode 100644
index 00000000000..940d66b5680
--- /dev/null
+++ b/doc/_static/funding/cds-dark.svg
@@ -0,0 +1,26 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no"?>
+<svg
+   xmlns:dc="http://purl.org/dc/elements/1.1/"
+   xmlns:cc="http://creativecommons.org/ns#"
+   xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
+   xmlns:svg="http://www.w3.org/2000/svg"
+   xmlns="http://www.w3.org/2000/svg"
+   viewBox="0 0 54.008751 75.722496"
+   height="75.722496"
+   width="54.008751"
+   xml:space="preserve"
+   version="1.1"
+   id="svg2"><metadata
+     id="metadata8"><rdf:RDF><cc:Work
+         rdf:about=""><dc:format>image/svg+xml</dc:format><dc:type
+           rdf:resource="http://purl.org/dc/dcmitype/StillImage" /><dc:title></dc:title></cc:Work></rdf:RDF></metadata><defs
+     id="defs6" /><g
+     transform="matrix(1.25,0,0,-1.25,0,75.722494)"
+     id="g10"><g
+       id="g12"><path
+         id="path14"
+         style="fill:none;stroke:#ffffff;stroke-width:9.1079998;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1"
+         d="m 17.137,38.883 13.941,0 c 4.195,0 7.574,-3.758 7.574,-8.418 l 0,-17.496 c 0,-4.661 -3.379,-8.414 -7.574,-8.414 l -19.5,0" /><path
+         id="path16"
+         style="fill:none;stroke:#ffffff;stroke-width:9.1079998;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1"
+         d="m 26.07,21.695 -13.941,0 c -4.195,0 -7.574,3.754 -7.574,8.418 l 0,17.496 c 0,4.66 3.379,8.414 7.574,8.414 l 19.5,0" /></g></g></svg>
\ No newline at end of file
diff --git a/doc/_static/funding/cds.png b/doc/_static/funding/cds.png
deleted file mode 100644
index d726b8daeb1..00000000000
Binary files a/doc/_static/funding/cds.png and /dev/null differ
diff --git a/doc/_static/funding/cds.svg b/doc/_static/funding/cds.svg
new file mode 100644
index 00000000000..07b2482727d
--- /dev/null
+++ b/doc/_static/funding/cds.svg
@@ -0,0 +1,27 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no"?>
+<svg
+   xmlns:dc="http://purl.org/dc/elements/1.1/"
+   xmlns:cc="http://creativecommons.org/ns#"
+   xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
+   xmlns:svg="http://www.w3.org/2000/svg"
+   xmlns="http://www.w3.org/2000/svg"
+   viewBox="0 0 54.008751 75.722496"
+   height="75.722496"
+   width="54.008751"
+   xml:space="preserve"
+   version="1.1"
+   id="svg2"><metadata
+     id="metadata8"><rdf:RDF><cc:Work
+         rdf:about=""><dc:format>image/svg+xml</dc:format><dc:type
+           rdf:resource="http://purl.org/dc/dcmitype/StillImage" /><dc:title></dc:title></cc:Work></rdf:RDF></metadata><defs
+     id="defs6" /><g
+     transform="matrix(1.25,0,0,-1.25,0,75.722494)"
+     id="g10"><g
+       id="g12"
+       style="stroke:#080673;stroke-opacity:1"><path
+         id="path14"
+         style="fill:none;stroke:#080673;stroke-width:9.1079998;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1"
+         d="m 17.137,38.883 13.941,0 c 4.195,0 7.574,-3.758 7.574,-8.418 l 0,-17.496 c 0,-4.661 -3.379,-8.414 -7.574,-8.414 l -19.5,0" /><path
+         id="path16"
+         style="fill:none;stroke:#080673;stroke-width:9.1079998;stroke-linecap:butt;stroke-linejoin:miter;stroke-miterlimit:4;stroke-dasharray:none;stroke-opacity:1"
+         d="m 26.07,21.695 -13.941,0 c -4.195,0 -7.574,3.754 -7.574,8.418 l 0,17.496 c 0,4.66 3.379,8.414 7.574,8.414 l 19.5,0" /></g></g></svg>
diff --git a/doc/_static/style.css b/doc/_static/style.css
index 25446d35659..fcbd7e6116d 100644
--- a/doc/_static/style.css
+++ b/doc/_static/style.css
@@ -308,7 +308,7 @@ div#contributor-avatars div.card img {
     border-radius: unset;
 }
 div#contributor-avatars div.card img {
-    width: 3em;
+    width: 2.5em;
 }
 .contributor-avatar {
     clip-path: circle(closest-side);
diff --git a/doc/conf.py b/doc/conf.py
index 204a2ccac1d..3759d6fe335 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -171,7 +171,7 @@
     "seaborn": ("https://seaborn.pydata.org/", None),
     "statsmodels": ("https://www.statsmodels.org/dev", None),
     "patsy": ("https://patsy.readthedocs.io/en/latest", None),
-    "pyvista": ("https://docs.pyvista.org", None),
+    "pyvista": ("https://docs.pyvista.org/version/stable", None),
     "imageio": ("https://imageio.readthedocs.io/en/latest", None),
     "picard": ("https://pierreablin.github.io/picard/", None),
     "eeglabio": ("https://eeglabio.readthedocs.io/en/latest", None),
@@ -841,7 +841,18 @@ def append_attr_meth_examples(app, what, name, obj, options, lines):
         ),
         dict(img="doe.svg", size="3", title="US Department of Energy"),
         dict(img="anr.svg", size="3.5", title="Agence Nationale de la Recherche"),
-        dict(img="cds.png", size="2.25", title="Paris-Saclay Center for Data Science"),
+        dict(
+            img="cds.svg",
+            size="1.75",
+            title="Paris-Saclay Center for Data Science",
+            klass="only-light",
+        ),
+        dict(
+            img="cds-dark.svg",
+            size="1.75",
+            title="Paris-Saclay Center for Data Science",
+            klass="only-dark",
+        ),
         dict(img="google.svg", size="2.25", title="Google"),
         dict(img="amazon.svg", size="2.5", title="Amazon"),
         dict(img="czi.svg", size="2.5", title="Chan Zuckerberg Initiative"),
diff --git a/doc/funding.rst b/doc/funding.rst
index ddf37423b8c..bbf25a7165c 100644
--- a/doc/funding.rst
+++ b/doc/funding.rst
@@ -29,7 +29,7 @@ Development of MNE-Python has been supported by:
   `14-NEUC-0002-01 <https://anr.fr/Project-ANR-14-NEUC-0002>`_,
   **IDEX** Paris-Saclay
   `11-IDEX-0003-02 <https://anr.fr/ProjetIA-11-IDEX-0003>`_
-- |cds| **Paris-Saclay Center for Data Science:**
+- |cds| |cdsdk| **Paris-Saclay Center for Data Science:**
   `PARIS-SACLAY <http://www.datascience-paris-saclay.fr>`_
 - |goo| **Google:**
   Summer of code (×7 years)
@@ -61,7 +61,10 @@ institutions include:
     :class: only-dark
 .. |doe| image:: _static/funding/doe.svg
 .. |anr| image:: _static/funding/anr.svg
-.. |cds| image:: _static/funding/cds.png
+.. |cds| image:: _static/funding/cds.svg
+    :class: only-light
+.. |cdsdk| image:: _static/funding/cds-dark.svg
+    :class: only-dark
 .. |goo| image:: _static/funding/google.svg
 .. |ama| image:: _static/funding/amazon.svg
 .. |czi| image:: _static/funding/czi.svg
diff --git a/pyproject.toml b/pyproject.toml
index 9abefee7ca9..00bfa549de1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -145,7 +145,7 @@ test_extra = [
 doc = [
     "sphinx>=6",
     "numpydoc",
-    "pydata_sphinx_theme==0.15.2",
+    "pydata_sphinx_theme>=0.15.2",
     "sphinx-gallery>=0.16",
     "sphinxcontrib-bibtex>=2.5",
     "sphinxcontrib-towncrier",