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MNISTAdd.rst 628 B

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  1. MNIST Addition
  2. ==============
  3. MNIST Addition 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:
  4. .. image:: ../img/Datasets_1.png
  5. :width: 350px
  6. :align: center
  7. |
  8. The ``gt_pseudo_label`` is only used to test the performance of the machine learning model and is not used in the training phase.
  9. [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.

An efficient Python toolkit for Abductive Learning (ABL), a novel paradigm that integrates machine learning and logical reasoning in a unified framework.