diff --git a/docs/source/_static/css/custom.css b/docs/source/_static/css/custom.css
index 319ddff89a..8a5b94b381 100644
--- a/docs/source/_static/css/custom.css
+++ b/docs/source/_static/css/custom.css
@@ -31,4 +31,16 @@ p.banner {
   border-radius: 4px;
   color: #004831;
   background: #76b900;
-}
\ No newline at end of file
+}
+
+footer div p {
+  font-size: 80%;
+}
+
+footer div p a {
+  color: var(--small-font-color);
+}
+
+footer div p a:hover {
+  color: var(--small-font-color);
+}
diff --git a/docs/source/_templates/footer.html b/docs/source/_templates/footer.html
new file mode 100644
index 0000000000..3ca50086ac
--- /dev/null
+++ b/docs/source/_templates/footer.html
@@ -0,0 +1,14 @@
+{% extends '!footer.html' %}
+{% block contentinfo %}
+{{ super() }}
+<p>
+<a href="https://www.nvidia.com/en-us/about-nvidia/privacy-policy/" target="_blank">Privacy Policy</a> |
+<a href="https://www.nvidia.com/en-us/about-nvidia/privacy-center/" target="_blank">Manage My Privacy</a> |
+<a href="https://www.nvidia.com/en-us/preferences/start/" target="_blank">Do Not Sell or Share My Data</a> |
+<a href="https://www.nvidia.com/en-us/about-nvidia/terms-of-service/" target="_blank">Terms of Service</a> |
+<a href="https://www.nvidia.com/en-us/about-nvidia/accessibility/" target="_blank">Accessibility</a> |
+<a href="https://www.nvidia.com/en-us/about-nvidia/company-policies/" target="_blank">Corporate Policies</a> |
+<a href="https://www.nvidia.com/en-us/product-security/" target="_blank">Product Security</a> |
+<a href="https://www.nvidia.com/en-us/contact/" target="_blank">Contact</a>
+</p>
+{% endblock %}
\ No newline at end of file
diff --git a/docs/source/_templates/layout.html b/docs/source/_templates/layout.html
deleted file mode 100644
index 76917f64c1..0000000000
--- a/docs/source/_templates/layout.html
+++ /dev/null
@@ -1,9 +0,0 @@
-{% extends "!layout.html" %}
-{% block extrabody %}
-  <div class="banner">
-    <p class="banner">
-      Beginning in January 2023, versions for all NVIDIA Merlin projects
-      will change from semantic versioning like <code>4.0</code>
-      to calendar versioning like <code>23.01</code>.</p>
-  </div>
-{% endblock %}
diff --git a/docs/source/conf.py b/docs/source/conf.py
index 05b13b7948..598915e382 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -30,6 +30,7 @@
 import re
 import subprocess
 import sys
+from datetime import datetime
 from typing import List, cast
 
 from natsort import natsorted
@@ -42,8 +43,13 @@
 
 # -- Project information -----------------------------------------------------
 
+year_range = "2021"
+year_now = str(datetime.now().year)
+if year_range != year_now:
+    year_range = year_range + chr(8211) + year_now
+
 project = "Transformers4Rec"
-copyright = "2021, NVIDIA"
+copyright = year_range + ", NVIDIA"
 author = "NVIDIA"
 
 
@@ -108,6 +114,7 @@
 }
 html_copy_source = False
 html_show_sourcelink = False
+html_show_sphinx = False
 
 # Add any paths that contain custom static files (such as style sheets) here,
 # relative to this directory. They are copied after the builtin static files,
diff --git a/requirements/docs.txt b/requirements/docs.txt
index a1efbbaaf2..ed6954f493 100644
--- a/requirements/docs.txt
+++ b/requirements/docs.txt
@@ -1,4 +1,4 @@
-Sphinx<3.6
+Sphinx==3.5.4
 sphinx_rtd_theme==1.0.0
 sphinx-multiversion@git+https://github.com/mikemckiernan/sphinx-multiversion.git
 sphinxcontrib-copydirs@git+https://github.com/mikemckiernan/sphinxcontrib-copydirs.git
@@ -8,4 +8,5 @@ jinja2<3.1
 markupsafe==2.0.1
 natsort==8.0.1
 myst-nb<0.14
+lxml<5.1
 linkify-it-py<1.1