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@@ -1,5 +1,19 @@ |
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MNIST Add |
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================== |
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.. contents:: Table of Contents |
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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: |
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.. image:: ../img/image_1.png |
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:width: 350px |
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:align: center |
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The ``gt_pseudo_label`` is only used to test the performance of the machine learning model and is not used in the training phase. |
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In the Abductive Learning framework, the inference process is as follows: |
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.. image:: ../img/image_2.png |
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:width: 700px |
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[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. |