Include a CITATION.cff file

CITATION.cff

@@ -0,0 +1,109 @@
+---
+cff-version: 1.2.0
+
+message: "If you use auto-sklearn in a scientific publication, we would appreciate a reference to the following paper"
+
+title: "auto-sklearn"
+date-released: "2015-07-02"
+
+url: "https://automl.github.io/auto-sklearn/master/"
+repository-code: "https://github.com/automl/auto-sklearn"
+
+version: "0.14.0"
+
+type: "software"
+keywords:
+  - "automated machine learning"
+  - "machine learning"
+
+license: "BSD-3-Clause"
+
+authors:
+  - family-names: "Feurer"
+    given-names: "Matthias"
+    orcid: "https://orcid.org/0000-0001-9611-8588"
+    affiliation: "University of Freiburg, Germany"
+
+  - family-names: "Eggensperger"
+    given-names: "Katharina" 
+    orcid: "https://orcid.org/0000-0002-0309-401X"
+    affiliation: "University of Freiburg, Germany"
+
+  - family-name: "Bergman"
+    given-names: "Edward"
+    affiliation: "University of Freiburg, Germany"
+
+  - family-name: "Rivera Valverde"
+    given-names: "Francisco"
+    affiliation: "University of Freiburg, Germany"
+
+  - family-names: "Jost"
+    given-names: "Springenberg"
+    orcid: "https://orcid.org/0000-0002-9392-1006"
+    affiliation: "University of Freiburg, Germany"
+
+  - family-names: "Manuel"
+    given-names: "Blum"
+    affiliation: "University of Freiburg, Germany"
+
+  - family-names: "Hutter"
+    given-names: "Frank"
+    affiliation: "University of Freiburg, Germany"
+
+preferred-citation:
+  type: "proceedings"
+  title: "Efficient and Robust Automated Machine Learning"
+  collection-title: "Advances in Nerual Infromation Processing Systems 28 (2015)"
+  year: 2015
+  pages: "2962--2970"
+  url: "https://papers.neurips.cc/paper/5872-efficient-and-robust-automated-machine-learning.pdf"
+
+  publisher:
+    name: "Curran Associates, Inc."
+
+  editors:
+
+    - family-names: "Cortes"
+      given-names: "C."
+
+    - family-names: "Lawrence"
+      given-names: "N."
+
+    - family-names: "Lee"
+      given-names: "D."
+
+    - family-names: "Sugiyama"
+      given-names: "M."
+
+    - family-names: "Garnett"
+      given-names: "R."
+
+  authors:
+
+    - family-names: "Feurer"
+      given-names: "Matthias" 
+      orcid: "https://orcid.org/0000-0001-9611-8588"
+      affiliation: "University of Freiburg, Germany"
+
+    - family-names: "Eggensperger"
+      given-names: "Katharina" 
+      orcid: "https://orcid.org/0000-0002-0309-401X"
+      affiliation: "University of Freiburg, Germany"
+
+    - family-names: "Jost"
+      given-names: "Springenberg"
+      orcid: "https://orcid.org/0000-0002-9392-1006"
+      affiliation: "University of Freiburg, Germany"
+
+    - family-names: "Manuel"
+      given-names: "Blum"
+      affiliation: "University of Freiburg, Germany"
+
+    - family-names: "Hutter"
+      given-names: "Frank"
+      affiliation: "University of Freiburg, Germany"
+
+    - family-names: "Klein"
+      given-names: "Aaron"
+      affiliation: "University of Freiburg, Germany"
+...

README.md

@@ -30,14 +30,14 @@ If you use auto-sklearn in scientific publications, we would appreciate citation
 *Matthias Feurer, Aaron Klein, Katharina Eggensperger, Jost Springenberg, Manuel Blum and Frank Hutter*  
 Advances in Neural Information Processing Systems 28 (2015)  
 
-[Link](https://papers.nips.cc/paper/5872-efficient-and-robust-automated-machine-learning.pdf) to publication.
+[Link](https://papers.neurips.cc/paper/5872-efficient-and-robust-automated-machine-learning.pdf) to publication.
 ```
 @inproceedings{feurer-neurips15a,
-  title     = {Efficient and Robust Automated Machine Learning},
-  author    = {Matthias Feurer, Aaron Klein, Katharina Eggensperger, Jost Springenberg, Manuel Blum and Frank Hutter},
-  booktitle = {Advances in Neural Information Processing Systems 28 (2015)},
-  pages     = {2962--2970},
-  year      = {2015}
+    title     = {Efficient and Robust Automated Machine Learning},
+    author    = {Feurer, Matthias and Klein, Aaron and Eggensperger, Katharina  Springenberg, Jost and Blum, Manuel and Hutter, Frank},
+    booktitle = {Advances in Neural Information Processing Systems 28 (2015)},
+    pages     = {2962--2970},
+    year      = {2015}
 }
 ```
 
@@ -49,11 +49,11 @@ arXiv:2007.04074 [cs.LG], 2020
 
 [Link](https://arxiv.org/abs/2007.04074) to publication.
 ```
-@inproceedings{feurer-arxiv20a,
-  title     = {Auto-Sklearn 2.0: The Next Generation},
-  author    = {Matthias Feurer, Katharina Eggensperger, Stefan Falkner, Marius Lindauer and Frank Hutter},
-  booktitle = {arXiv:2007.04074 [cs.LG]},
-  year      = {2020}
+@article{feurer-arxiv20a,
+    title     = {Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning},
+    author    = {Feurer, Matthias and Eggensperger, Katharina and Falkner, Stefan and Lindauer, Marius and Hutter, Frank},
+    booktitle = {arXiv:2007.04074 [cs.LG]},
+    year      = {2020}
 }
 ```
 

doc/index.rst

@@ -20,7 +20,7 @@ replacement for a scikit-learn estimator:
 hyperparameter tuning. It leverages recent advantages in *Bayesian
 optimization*, *meta-learning* and *ensemble construction*. Learn more about
 the technology behind *auto-sklearn* by reading our paper published at
-`NIPS 2015 <https://papers.nips.cc/paper/5872-efficient-and-robust-automated-machine-learning.pdf>`_
+`NIPS 2015 <https://papers.neurips.cc/paper/5872-efficient-and-robust-automated-machine-learning.pdf>`_
 .
 
 .. topic:: NEW: Auto-sklearn 2.0
@@ -77,38 +77,32 @@ reference to the following paper:
 
 
  `Efficient and Robust Automated Machine Learning
- <https://papers.nips.cc/paper/5872-efficient-and-robust-automated-machine-learning>`_,
+ <https://papers.neurips.cc/paper/5872-efficient-and-robust-automated-machine-learning>`_,
  Feurer *et al.*, Advances in Neural Information Processing Systems 28 (NIPS 2015).
 
  Bibtex entry::
 
-     @incollection{NIPS2015_5872,
-        title = {Efficient and Robust Automated Machine Learning},
-        author = {Feurer, Matthias and Klein, Aaron and Eggensperger, Katharina and
-                  Springenberg, Jost and Blum, Manuel and Hutter, Frank},
-        booktitle = {Advances in Neural Information Processing Systems 28},
-        editor = {C. Cortes and N. D. Lawrence and D. D. Lee and M. Sugiyama and R. Garnett},
-        pages = {2962--2970},
-        year = {2015},
-        publisher = {Curran Associates, Inc.},
-        url = {https://papers.nips.cc/paper/5872-efficient-and-robust-automated-machine-learning.pdf}
-     }
+    @inproceedings{feurer-neurips15a,
+        title     = {Efficient and Robust Automated Machine Learning},
+        author    = {Feurer, Matthias and Klein, Aaron and Eggensperger, Katharina  Springenberg, Jost and Blum, Manuel and Hutter, Frank},
+        booktitle = {Advances in Neural Information Processing Systems 28 (2015)},
+        pages     = {2962--2970},
+        year      = {2015}
+    }
 
 If you are using Auto-sklearn 2.0, please also cite
 
 
- `Auto-Sklearn 2.0: The Next Generation <https://arxiv.org/abs/2007.04074>`_, Feurer *et al.*, (arXiv, 2020).
+ `Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning <https://arxiv.org/abs/2007.04074>`_, Feurer *et al.*, (arXiv, 2020).
 
  Bibtex entry::
 
-     @article{ASKL2,
-        title = {Auto-Sklearn 2.0},
-        author = {Feurer, Matthias and Eggensperger, Katharina and
-                  Falkner, Stefan and Lindauer, Marius and Hutter, Frank},
-        booktitle = {Advances in Neural Information Processing Systems 28},
-        year = {2020},
-        journal = {arXiv:2007.04074 [cs.LG]},
-     }
+    @article{feurer-arxiv20a,
+        title     = {Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning},
+        author    = {Feurer, Matthias and Eggensperger, Katharina and Falkner, Stefan and Lindauer, Marius and Hutter, Frank},
+        journal   = {arXiv:2007.04074 [cs.LG]},
+        year      = {2020},
+    }
 
 Contributing
 ************