diff --git a/README.md b/README.md
index b278dff3c..00f2e7503 100644
--- a/README.md
+++ b/README.md
@@ -126,6 +126,7 @@ of releases [here](https://github.com/tensorflow/io/releases).
 
 | TensorFlow I/O Version | TensorFlow Compatibility | Release Date |
 | --- | --- | --- |
+| 0.37.0 | 2.16.x | Apr 25, 2024 |
 | 0.36.0 | 2.15.x | Feb 02, 2024 |
 | 0.35.0 | 2.14.x | Dec 18, 2023 |
 | 0.34.0 | 2.13.x | Sep 08, 2023 |
diff --git a/RELEASE.md b/RELEASE.md
index 6fc625c63..959942866 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,3 +1,17 @@
+# Release 0.37.0
+
+## Major Features and Bug Fixes
+* Update to TensorFlow 2.16 support
+
+## Thanks to our Contributors
+
+This release contains contributions from many people:
+
+Yong Tang
+
+We are also grateful to all who filed issues or helped resolve them, asked and
+answered questions, and were part of inspiring discussions.
+
 # Release 0.36.0
 
 ## Major Features and Bug Fixes