diff --git a/README.md b/README.md
index 1002052fb..f13038faa 100644
--- a/README.md
+++ b/README.md
@@ -20,15 +20,19 @@ following paper:
 
 [Matthias Feurer, Jan N. van Rijn, Arlind Kadra, Pieter Gijsbers, Neeratyoy Mallik, Sahithya Ravi, Andreas Müller, Joaquin Vanschoren, Frank Hutter<br/>
 **OpenML-Python: an extensible Python API for OpenML**<br/>
-*arXiv:1911.02490 [cs.LG]*](https://arxiv.org/abs/1911.02490)
+Journal of Machine Learning Research, 22(100):1−5, 2021](https://www.jmlr.org/papers/v22/19-920.html)
 
 Bibtex entry:
 ```bibtex
-@article{feurer-arxiv19a,
-  author    = {Matthias Feurer and Jan N. van Rijn and Arlind Kadra and Pieter Gijsbers and Neeratyoy Mallik and Sahithya Ravi and Andreas Müller and Joaquin Vanschoren and Frank Hutter},
-  title     = {OpenML-Python: an extensible Python API for OpenML},
-  journal   = {arXiv:1911.02490},
-  year      = {2019},
+@article{JMLR:v22:19-920,
+  author  = {Matthias Feurer and Jan N. van Rijn and Arlind Kadra and Pieter Gijsbers and Neeratyoy Mallik and Sahithya Ravi and Andreas Müller and Joaquin Vanschoren and Frank Hutter},
+  title   = {OpenML-Python: an extensible Python API for OpenML},
+  journal = {Journal of Machine Learning Research},
+  year    = {2021},
+  volume  = {22},
+  number  = {100},
+  pages   = {1--5},
+  url     = {http://jmlr.org/papers/v22/19-920.html}
 }
 ```
 
diff --git a/doc/index.rst b/doc/index.rst
index da48194eb..a3b13c9e8 100644
--- a/doc/index.rst
+++ b/doc/index.rst
@@ -93,17 +93,21 @@ Citing OpenML-Python
 If you use OpenML-Python in a scientific publication, we would appreciate a
 reference to the following paper:
 
-
- `OpenML-Python: an extensible Python API for OpenML
- <https://arxiv.org/abs/1911.02490>`_,
- Feurer *et al.*, arXiv:1911.02490.
+| Matthias Feurer, Jan N. van Rijn, Arlind Kadra, Pieter Gijsbers, Neeratyoy Mallik, Sahithya Ravi, Andreas Müller, Joaquin Vanschoren, Frank Hutter
+| **OpenML-Python: an extensible Python API for OpenML**
+| Journal of Machine Learning Research, 22(100):1−5, 2021
+| `https://www.jmlr.org/papers/v22/19-920.html <https://www.jmlr.org/papers/v22/19-920.html>`_
 
  Bibtex entry::
 
-     @article{feurer-arxiv19a,
-         author    = {Matthias Feurer and Jan N. van Rijn and Arlind Kadra and Pieter Gijsbers and Neeratyoy Mallik and Sahithya Ravi and Andreas Müller and Joaquin Vanschoren and Frank Hutter},
-         title     = {OpenML-Python: an extensible Python API for OpenML},
-         journal   = {arXiv:1911.02490},
-         year      = {2019},
-     }
+    @article{JMLR:v22:19-920,
+        author  = {Matthias Feurer and Jan N. van Rijn and Arlind Kadra and Pieter Gijsbers and Neeratyoy Mallik and Sahithya Ravi and Andreas Müller and Joaquin Vanschoren and Frank Hutter},
+        title   = {OpenML-Python: an extensible Python API for OpenML},
+        journal = {Journal of Machine Learning Research},
+        year    = {2021},
+        volume  = {22},
+        number  = {100},
+        pages   = {1--5},
+        url     = {http://jmlr.org/papers/v22/19-920.html}
+    }
 
diff --git a/openml/__version__.py b/openml/__version__.py
index 9c98e03c5..549e747c4 100644
--- a/openml/__version__.py
+++ b/openml/__version__.py
@@ -3,4 +3,4 @@
 # License: BSD 3-Clause
 
 # The following line *must* be the last in the module, exactly as formatted:
-__version__ = "0.13.1"
+__version__ = "0.14.0dev"