1 files changed, 60 insertions, 0 deletions
diff --git a/docs/source/auto_examples/index.rst b/docs/source/auto_examples/index.rst
index 69fb320..77a46aa 100644
--- a/docs/source/auto_examples/index.rst
+++ b/docs/source/auto_examples/index.rst
@@ -49,6 +49,46 @@ This is a gallery of all the POT example files.
 
 .. raw:: html
 
+    <div class="sphx-glr-thumbcontainer" tooltip="Illustration of 2D Wasserstein barycenters if discributions that are weighted sum of diracs.">
+
+.. only:: html
+
+    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_free_support_barycenter_thumb.png
+
+        :ref:`sphx_glr_auto_examples_plot_free_support_barycenter.py`
+
+.. raw:: html
+
+    </div>
+
+
+.. toctree::
+   :hidden:
+
+   /auto_examples/plot_free_support_barycenter
+
+.. raw:: html
+
+    <div class="sphx-glr-thumbcontainer" tooltip="This example illustrates the computation of EMD, Sinkhorn and smooth OT plans and their visuali...">
+
+.. only:: html
+
+    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_OT_1D_smooth_thumb.png
+
+        :ref:`sphx_glr_auto_examples_plot_OT_1D_smooth.py`
+
+.. raw:: html
+
+    </div>
+
+
+.. toctree::
+   :hidden:
+
+   /auto_examples/plot_OT_1D_smooth
+
+.. raw:: html
+
     <div class="sphx-glr-thumbcontainer" tooltip="This example is designed to show how to use the Gromov-Wassertsein distance computation in POT....">
 
 .. only:: html
@@ -149,6 +189,26 @@ This is a gallery of all the POT example files.
 
 .. raw:: html
 
+    <div class="sphx-glr-thumbcontainer" tooltip="This example is designed to show how to use the stochatic optimization algorithms for descrete ...">
+
+.. only:: html
+
+    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_stochastic_thumb.png
+
+        :ref:`sphx_glr_auto_examples_plot_stochastic.py`
+
+.. raw:: html
+
+    </div>
+
+
+.. toctree::
+   :hidden:
+
+   /auto_examples/plot_stochastic
+
+.. raw:: html
+
     <div class="sphx-glr-thumbcontainer" tooltip="This example presents a way of transferring colors between two image with Optimal Transport as ...">
 
 .. only:: html