diff --git a/bob/pad/face/config/deep_pix_bis.py b/bob/pad/face/config/deep_pix_bis.py
index 4cd989cffa5e443c3abe466c5a1c0ab468576f5f..6533e00ba6989dbb985c72456d43a983a5583511 100644
--- a/bob/pad/face/config/deep_pix_bis.py
+++ b/bob/pad/face/config/deep_pix_bis.py
@@ -1,13 +1,14 @@
-"""Deep Pixel-wise Binary Supervision for Face PAD
+""" Deep Pixel-wise Binary Supervision for Face PAD
 
-This package contains source code to replicate the experimental results published in the following paper::
+This package contains source code to replicate the experimental results published in the following publication::
 
-@inproceedings{GeorgeICB2019,
+    @INPROCEEDINGS{GeorgeICB2019,
         author = {Anjith George, Sebastien Marcel},
         title = {Deep Pixel-wise Binary Supervision for Face Presentation Attack Detection},
         year = {2019},
         booktitle = {ICB 2019},
     }
+
 """
 
 from sklearn.pipeline import Pipeline
diff --git a/doc/baselines.rst b/doc/baselines.rst
index b2246b0a75f9805c5d6b4c86f622b2eee8258218..7c1095f1d397e554690edbee4f39bdcfe37bcba8 100644
--- a/doc/baselines.rst
+++ b/doc/baselines.rst
@@ -85,6 +85,7 @@ configuration file: ``bob/pad/face/config/replay_attack.py``.
 
 Deep-Pix-BiS Baseline
 ~~~~~~~~~~~~~~~~~~~~~
+(see :ref:`bob.pad.face.resources.deep_pix_bis_pad`)
 
 .. code-block:: sh
 
diff --git a/doc/installation.rst b/doc/installation.rst
index 55352178acdf878799544bce883b7fe07708b200..5758a5109b26b87c9ae557b784f434ac0232463f 100644
--- a/doc/installation.rst
+++ b/doc/installation.rst
@@ -31,7 +31,7 @@ The current system readily supports the following freely available datasets:
 
 After downloading the databases, annotate the base directories in which they
 are installed. Then, follow the instructions in
-:ref:`bob.pad.base.setup` to let this framework know where databases are
+:ref:`bob.pad.base.installation` to let this framework know where databases are
 located on your system.