diff --git a/docs/_static/img/dark_mode_concept_revised.png b/docs/_static/img/dark_mode_concept_revised.png
new file mode 100644
index 00000000..e734a350
Binary files /dev/null and b/docs/_static/img/dark_mode_concept_revised.png differ
diff --git a/docs/_static/img/light_mode_concept_revised.png b/docs/_static/img/light_mode_concept_revised.png
new file mode 100644
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diff --git a/docs/index.rst b/docs/index.rst
index 2b91da3b..f32ec991 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -4,12 +4,12 @@ Moscot - Multiomics Single-cell Optimal Transport
 =================================================
 .. module:: moscot
 
-.. image:: _static/img/light_mode_concept.png
+.. image:: _static/img/light_mode_concept_revised.png
     :width: 800px
     :align: center
     :class: only-light
 
-.. image:: _static/img/dark_mode_concept.png
+.. image:: _static/img/dark_mode_concept_revised.png
     :width: 800px
     :align: center
     :class: only-dark
diff --git a/docs/notebooks b/docs/notebooks
index 5b9d4e07..dc84d17b 160000
--- a/docs/notebooks
+++ b/docs/notebooks
@@ -1 +1 @@
-Subproject commit 5b9d4e07d7188b1c391ec47a1c5d957da1ab2bca
+Subproject commit dc84d17bf1b163ce188f788300bac932fdc837fd