Probabilistic Neural-symbolic Models
====================================

**Code for our ICML 2019 paper:**

| `Probabilistic Neural-Symbolic Models for Interpretable Visual Question Answering`_
| Ramakrishna Vedantam, Karan Desai, Stefan Lee, Marcus Rohrbach, Dhruv Batra, Devi Parikh

.. image:: _static/probnmn_model.jpg


Get the source at `@kdexd/probnmn-clevr <https://www.github.com/kdexd/probnmn-clevr>`_.

If you find this code useful, please consider citing:

.. code-block:: text

    @inproceedings{vedantam2019probabilistic,
    title={Probabilistic Neural-symbolic Models for Interpretable Visual Question Answering},
    author={Ramakrishna Vedantam and Karan Desai and Stefan Lee and Marcus Rohrbach and Dhruv Batra and Devi Parikh},
    booktitle={ICML},
    year={2019}
    }


User Guide
----------

.. toctree::
    :maxdepth: 1

    probnmn/usage/setup_dependencies
    probnmn/usage/training
    probnmn/usage/evaluation_inference


API Reference
-------------

.. toctree::
    :maxdepth: 2

    probnmn/config
    probnmn/data
    probnmn/models
    probnmn/modules
    probnmn/trainers
    probnmn/evaluators
    probnmn/utils


.. _Probabilistic Neural-Symbolic Models for Interpretable Visual Question Answering:  https://arxiv.org/abs/1902.07864

.. Indices and tables
.. ==================

.. * :ref:`genindex`
.. * :ref:`modindex`
.. * :ref:`search`