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17 changes: 16 additions & 1 deletion docs/source/index.rst
Original file line number Diff line number Diff line change
Expand Up @@ -6,7 +6,7 @@ It hosts a registry of third-party packages designed for `Optuna <https://optuna
The `optunahub <https://github.com/optuna/optunahub/>`__ library provides Python APIs to load and use packages from the OptunaHub registry.
Please check out `Tutorials for Users <./tutorials_for_users/index.html>`__ as well.

**If you are interested in registering your own features in OptunaHub**, please visit `the optunahub-registry repository <https://github.com/optuna/optunahub-registry>`__ and submit a pull request there. More details are available in `Tutorials for Contributors <./tutorials_for_contributors.html>`__.
**If you are interested in registering your own features in OptunaHub**, please visit `theoptunahub-registry repository <https://github.com/optuna/optunahub-registry>`__ and submit a pull request there. More details are available in `Tutorials for Contributors <./tutorials_for_contributors.html>`__.


Usage
Expand Down Expand Up @@ -61,3 +61,18 @@ Get ready to explore the most suitable packages for your problems in the `Optuna
tutorials_for_users/index
tutorials_for_contributors
faq

Reference
=========


Please cite `the OptunaHub paper <https://doi.org/10.48550/arXiv.2510.02798>`__ with the following format when you use it in your project:

.. code-block:: bibtex

@article{ozaki2025optunahub,
title={{OptunaHub}: A Platform for Black-Box Optimization},
author={Ozaki, Yoshihiko and Watanabe, Shuhei and Yanase, Toshihiko},
journal={arXiv preprint arXiv:2510.02798},
year={2025}
}