diff --git a/docs/release_notes/index.md b/docs/release_notes/index.md
index b66604f805..be19998bdf 100644
--- a/docs/release_notes/index.md
+++ b/docs/release_notes/index.md
@@ -8,6 +8,7 @@ is available in the [commit logs](https://github.com/YosefLab/scvi-tools/commits
 ```{toctree}
 :maxdepth: 2
 
+v0.17.3
 v0.17.2
 v0.17.1
 v0.17.0
diff --git a/docs/release_notes/v0.17.3.md b/docs/release_notes/v0.17.3.md
new file mode 100644
index 0000000000..7a7c419bde
--- /dev/null
+++ b/docs/release_notes/v0.17.3.md
@@ -0,0 +1,15 @@
+# New in 0.17.3 (2022-08-26)
+
+## Changes
+- Pin sphinx_gallery to fix tutorial cards on docs [#1657]
+- Use latest tutorials in release [#1657]
+
+## Contributors
+
+- [@watiss]
+- [@adamgayoso]
+
+[#1657]: https://github.com/scverse/scvi-tools/pull/1657
+
+[@watiss]: https://github.com/watiss
+[@adamgayoso]: https://github.com/adamgayoso
diff --git a/docs/tutorials/notebooks b/docs/tutorials/notebooks
index 2bcd1939b6..45e8b204fb 160000
--- a/docs/tutorials/notebooks
+++ b/docs/tutorials/notebooks
@@ -1 +1 @@
-Subproject commit 2bcd1939b60e5d8ccfbcb63b174694cdaacfb740
+Subproject commit 45e8b204fb6c2e9ff3d1db3f87aa118f196be575
diff --git a/pyproject.toml b/pyproject.toml
index 044db09e6f..fc65ea4c16 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -27,7 +27,7 @@ packages = [
   {include = "scvi"},
 ]
 readme = "README.md"
-version = "0.17.2"
+version = "0.17.3"
 
 [tool.poetry.dependencies]
 anndata = ">=0.7.5"
@@ -74,7 +74,7 @@ scikit-misc = {version = ">=0.1.3", optional = true}
 sphinx = {version = ">=4.1", optional = true}
 sphinx-autodoc-typehints = {version = "*", optional = true}
 sphinx-design = {version = "*", optional = true}
-sphinx-gallery = {version = ">0.6", optional = true}
+sphinx-gallery = {version = ">0.6,<0.11", optional = true}
 sphinx_copybutton = {version = "<=0.3.1", optional = true}
 sphinx_remove_toctrees = {version = "*", optional = true}
 sphinxext-opengraph = {version = "*", optional = true}