diff --git a/.readthedocs.yml b/.readthedocs.yml
index 6f3ff6be3f..e8b81a4109 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -2,7 +2,10 @@ version: 2
 build:
   os: ubuntu-20.04
   tools:
-    python: mambaforge-4.10
-conda:
-  environment: doc/environment.yml
+    python: "3.11"
+  jobs:
+    post_create_environment:
+      - pip install uv
+    post_install:
+      - VIRTUAL_ENV=$READTHEDOCS_VIRTUALENV_PATH uv pip install -r doc/requirements.txt
 formats: all
diff --git a/doc/requirements.txt b/doc/requirements.txt
index 1d39662bb4..b011900147 100644
--- a/doc/requirements.txt
+++ b/doc/requirements.txt
@@ -1 +1,4 @@
-.[docs,cpu]
+.[docs,cpu,torch]
+exhale @ https://github.com/svenevs/exhale/archive/2759a394268307b88f5440487ae0920ee4ebf81e.zip
+# https://github.com/mcmtroffaes/sphinxcontrib-bibtex/issues/309
+docutils!=0.18.*,!=0.19.*