diff --git a/docs/conf.py b/docs/conf.py
index 963ae80be..72f2f7815 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -33,11 +33,11 @@
     'sphinx.ext.napoleon',
     'sphinx.ext.autodoc',
     'sphinx.ext.autosummary',
-    'sphinx.ext.mathjax',
     'jupyter_sphinx',
     'sphinx_autodoc_typehints',
     'reno.sphinxext',
     'nbsphinx',
+    'sphinxcontrib.katex',
 ]
 templates_path = ['_templates']
 
diff --git a/requirements-dev.txt b/requirements-dev.txt
index e7779c798..61ee53c7e 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -23,3 +23,4 @@ sphinx-automodapi
 sphinx-autodoc-typehints<=1.19.2
 jupyter-sphinx
 reno>=2.11.0
+sphinxcontrib-katex==0.9.9
\ No newline at end of file