diff --git a/docs/source/conf.py b/docs/source/conf.py
index 6413b30c6..ccfbb3931 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -20,13 +20,13 @@
 # -- Project information -----------------------------------------------------
 
 project = 'Cornac'
-copyright = '2018, Cornac Contributors'
+copyright = '2018, Cornac Authors'
 author = 'Preferred.AI'
 
 # The short X.Y version
 version = '0.3'
 # The full version, including alpha/beta/rc tags
-release = '0.3.0'
+release = '0.3.1'
 
 
 # -- General configuration ---------------------------------------------------
diff --git a/setup.py b/setup.py
index 1c1270e05..43063d929 100644
--- a/setup.py
+++ b/setup.py
@@ -153,11 +153,11 @@ def extract_gcc_binaries():
 
 setup(
     name='cornac',
-    version='0.3.0',
-    description='A Python library for using, building, evaluating and comparing recommendation algorithms',
+    version='0.3.1',
+    description='A Comparative Framework for Multimodal Recommender Systems',
     long_description=long_description,
     long_description_content_type='text/markdown',
-    url='https://cornac.preferred.ai/',
+    url='https://cornac.preferred.ai',
     keywords=['recommender system', 'collaborative filtering', 'multimodal', 'preference learning', 'recommendation'],
     ext_modules=extensions,
     install_requires=[