diff --git a/docs/source/changelog.rst b/docs/source/changelog.rst
index c813078f..20d1beac 100644
--- a/docs/source/changelog.rst
+++ b/docs/source/changelog.rst
@@ -1,6 +1,19 @@
 Changelog
 =========
 
+0.4.1 / 2018-10-18
+------------------
+
+- Handle worker restart with clearer message (:pr:`138`)
+- Better error handling on job submission failure (:pr:`146`)
+- Fixed Python 2.7 error when starting workers (:pr:`155`)
+- Better handling of extra scheduler options (:pr:`160`)
+- Correct testing of Python 2.7 compatibility (:pr:`154`)
+- Add ability to override python used to start workers (:pr:`167`)
+- Internal improvements and edge cases handling (:pr:`97`)
+- Possibility to specify a folder to store every job logs file (:pr:`145`)
+- Require all cores on the same node for LSF (:pr:`177`)
+
 0.4.0 / 2018-09-06
 ------------------
 
diff --git a/docs/source/conf.py b/docs/source/conf.py
index dffc03ac..83e07b98 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -186,3 +186,10 @@
     'distributed': ('https://distributed.dask.org/en/stable/',
                     'https://distributed.dask.org/en/stable/objects.inv')
 }
+
+# Link to GitHub issues and pull requests using :pr:`1234` and :issue:`1234`
+# syntax
+extlinks = {
+    'issue': ('https://github.com/dask/dask-jobqueue/issues/%s', 'GH#'),
+    'pr': ('https://github.com/dask/dask-jobqueue/pull/%s', 'GH#')
+}