diff --git a/docs/tutorials/notebooks b/docs/tutorials/notebooks
index 42d7ee0f..8fa48e77 160000
--- a/docs/tutorials/notebooks
+++ b/docs/tutorials/notebooks
@@ -1 +1 @@
-Subproject commit 42d7ee0fb8ede8167d65b577526af895e78a2436
+Subproject commit 8fa48e7735193139183368bd96a5fbc6dfe94ebf
diff --git a/docs/tutorials/tools.md b/docs/tutorials/tools.md
index 4675562b..92c0b561 100644
--- a/docs/tutorials/tools.md
+++ b/docs/tutorials/tools.md
@@ -55,6 +55,14 @@
    notebooks/scgen_perturbation_prediction
 ```
 
+## Batch correction
+
+```{eval-rst}
+.. nbgallery::
+
+   notebooks/scgen_batch_removal
+```
+
 ## Perturbation space
 
 ```{eval-rst}