diff --git a/docs/source/whats_new.rst b/docs/source/whats_new.rst
index 4f01174fc..1f246abdc 100644
--- a/docs/source/whats_new.rst
+++ b/docs/source/whats_new.rst
@@ -31,6 +31,7 @@ Bugs
 - Fix saving to BIDS runs with a description string in their name (:gh:`530` by `Pierre Guetschel`_)
 - Fix import of keras BatchNormalization for TF 2.13 and higher (:gh:`544` by `Brian Irvine`_)
 - Fix the doc summary tables of :class:`moabb.datasets.Lee2019_SSVEP` (:gh:`548` :gh:`547` :gh:`546` by `Pierre Guetschel`_)
+- Fix the doc summary for Castillos2023 dataset (:gh:`561` by `Bruno Aristimunha`_)
 
 API changes
 ~~~~~~~~~~~