diff --git a/.github/workflows/publish-documentation.yml b/.github/workflows/publish-documentation.yml
index 264675d6d..a173cb89e 100644
--- a/.github/workflows/publish-documentation.yml
+++ b/.github/workflows/publish-documentation.yml
@@ -79,14 +79,14 @@ jobs:
       - name: Install graphviz
         run: sudo apt-get -yq install graphviz
       - name: Build documentation
-        run: pip install "sphinx~=4.4.0" "sphinx_rtd_theme~=1.0.0" && python setup.py build_sphinx -W
+        run: pip install "sphinx~=7.0" "sphinx_rtd_theme~=2.0.0" && sphinx-build ./doc/ ./build/sphinx/html/ -W
       - name: Upload docs as artifact
         uses: actions/upload-artifact@v4
         with:
           name: docs
           path: build/sphinx/html/
       - name: Run doctests
-        run: python setup.py build_sphinx -b doctest
+        run: sphinx-build ./doc/ ./build/sphinx/doctest/ -b doctest
         if : ${{ inputs.run_doctests }}
         
   publish-docs:
diff --git a/doc/conf.py b/doc/conf.py
index 24fef5ec5..700bcab86 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -231,7 +231,7 @@
                        'sklearn': ('https://scikit-learn.org/1.5/', None),
                        'matplotlib': ('https://matplotlib.org/stable/', None),
                        'shap': ('https://shap.readthedocs.io/en/stable/', None),
-                       'dowhy': ('https://www.pywhy.org/dowhy/v0.8/', None),
+                       'dowhy': ('https://www.pywhy.org/dowhy/main/', None),
                        'statsmodels': ('https://www.statsmodels.org/stable/', None)}