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diff --git a/docs/source/auto_examples/index.rst b/docs/source/auto_examples/index.rst
index 868ca76..1695300 100644
--- a/docs/source/auto_examples/index.rst
+++ b/docs/source/auto_examples/index.rst
@@ -83,6 +83,26 @@ POT Examples
.. raw:: html
+ <div class="sphx-glr-thumbcontainer" tooltip="@author: rflamary ">
+
+.. only:: html
+
+ .. figure:: /auto_examples/images/thumb/sphx_glr_plot_compute_emd_thumb.png
+
+ :ref:`sphx_glr_auto_examples_plot_compute_emd.py`
+
+.. raw:: html
+
+ </div>
+
+
+.. toctree::
+ :hidden:
+
+ /auto_examples/plot_compute_emd
+
+.. raw:: html
+
<div class="sphx-glr-thumbcontainer" tooltip="[6] Ferradans, S., Papadakis, N., Peyre, G., & Aujol, J. F. (2014). Regularized discrete optima...">
.. only:: html
@@ -143,6 +163,26 @@ POT Examples
.. raw:: html
+ <div class="sphx-glr-thumbcontainer" tooltip="Stole the figure idea from Fig. 1 and 2 in https://arxiv.org/pdf/1706.07650.pdf">
+
+.. only:: html
+
+ .. figure:: /auto_examples/images/thumb/sphx_glr_plot_OT_L1_vs_L2_thumb.png
+
+ :ref:`sphx_glr_auto_examples_plot_OT_L1_vs_L2.py`
+
+.. raw:: html
+
+ </div>
+
+
+.. toctree::
+ :hidden:
+
+ /auto_examples/plot_OT_L1_vs_L2
+
+.. raw:: html
+
<div class="sphx-glr-thumbcontainer" tooltip=" @author: rflamary ">
.. only:: html