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diff --git a/docs/source/auto_examples/index.rst b/docs/source/auto_examples/index.rst
index 9f02da4..fe6702d 100644
--- a/docs/source/auto_examples/index.rst
+++ b/docs/source/auto_examples/index.rst
@@ -29,6 +29,26 @@ This is a gallery of all the POT example files.
.. raw:: html
+ <div class="sphx-glr-thumbcontainer" tooltip="This example illustrates the computation of Unbalanced Optimal transport using a Kullback-Leibl...">
+
+.. only:: html
+
+ .. figure:: /auto_examples/images/thumb/sphx_glr_plot_UOT_1D_thumb.png
+
+ :ref:`sphx_glr_auto_examples_plot_UOT_1D.py`
+
+.. raw:: html
+
+ </div>
+
+
+.. toctree::
+ :hidden:
+
+ /auto_examples/plot_UOT_1D
+
+.. raw:: html
+
<div class="sphx-glr-thumbcontainer" tooltip="Illustrates the use of the generic solver for regularized OT with user-designed regularization ...">
.. only:: html
@@ -289,6 +309,26 @@ This is a gallery of all the POT example files.
.. raw:: html
+ <div class="sphx-glr-thumbcontainer" tooltip="This example illustrates the computation of regularized Wassersyein Barycenter as proposed in [...">
+
+.. only:: html
+
+ .. figure:: /auto_examples/images/thumb/sphx_glr_plot_UOT_barycenter_1D_thumb.png
+
+ :ref:`sphx_glr_auto_examples_plot_UOT_barycenter_1D.py`
+
+.. raw:: html
+
+ </div>
+
+
+.. toctree::
+ :hidden:
+
+ /auto_examples/plot_UOT_barycenter_1D
+
+.. raw:: html
+
<div class="sphx-glr-thumbcontainer" tooltip="This example presents how to use MappingTransport to estimate at the same time both the couplin...">
.. only:: html