diff --git a/docs/release_notes/index.md b/docs/release_notes/index.md
index 35a82a7514..27ff53b421 100644
--- a/docs/release_notes/index.md
+++ b/docs/release_notes/index.md
@@ -9,17 +9,17 @@ is available in the [commit logs](https://github.com/YosefLab/scvi-tools/commits
 
 ## Version 0.20
 
-### 0.20.3 (2023-MM-DD)
+### 0.20.3 (2023-03-21)
 
 #### Fixed
 
--   Fix totalVI differential expression when integer sequential protein names are automatically used {pr}`1951`
--   Fix peakVI scArches test case {pr}`1962`
+-   Fix totalVI differential expression when integer sequential protein names are automatically used {pr}`1951`.
+-   Fix peakVI scArches test case {pr}`1962`.
 
 #### Changed
 
 -   Allow passing in `map_location` into {meth}`~scvi.hub.Metadata.from_dir` and {meth}`~scvi.hub.HubModelCardHelper.from_dir` and set default to `"cpu"` {pr}`1960`.
--   Updated tutorials {pr}`1966`
+-   Updated tutorials {pr}`1966`.
 
 ### 0.20.2 (2023-03-10)
 
diff --git a/docs/tutorials/notebooks b/docs/tutorials/notebooks
index d420dfbe75..3369e61730 160000
--- a/docs/tutorials/notebooks
+++ b/docs/tutorials/notebooks
@@ -1 +1 @@
-Subproject commit d420dfbe75b893f1bcd7ccc84e2812c6ced0d690
+Subproject commit 3369e617302adafe23a7e27c0ea82103fd81065a
diff --git a/pyproject.toml b/pyproject.toml
index 782ed5e3b2..f91a7aa75f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,7 +5,7 @@ requires = ["hatchling"]
 
 [project]
 name = "scvi-tools"
-version = "0.20.2"
+version = "0.20.3"
 description = "Deep probabilistic analysis of single-cell omics data."
 readme = "README.md"
 requires-python = ">=3.8"