diff --git a/docs/Examples/MNISTAdd.rst b/docs/Examples/MNISTAdd.rst
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+++ b/docs/Examples/MNISTAdd.rst
@@ -3,7 +3,7 @@ MNIST Add
 
 MNIST Add was first introduced in [1] and the inputs of this task are pairs of MNIST images and the outputs are their sums. The dataset looks like this:
 
-.. image:: ../img/image_1.png
+.. image:: ../img/image_1.jpg
    :width: 350px
    :align: center
 
@@ -13,7 +13,7 @@ The ``gt_pseudo_label`` is only used to test the performance of the machine lear
 
 In the Abductive Learning framework, the inference process is as follows:
 
-.. image:: ../img/image_2.png
+.. image:: ../img/image_2.jpg
    :width: 700px
 
 [1] Robin Manhaeve, Sebastijan Dumancic, Angelika Kimmig, Thomas Demeester, and Luc De Raedt. Deepproblog: Neural probabilistic logic programming. In Advances in Neural Information Processing Systems 31 (NeurIPS), pages 3749-3759.2018.
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