From 2e8e85550b68762633b7b1a7aacc741ae0098672 Mon Sep 17 00:00:00 2001
From: Minseok Lee <47620120+minseokl@users.noreply.github.com>
Date: Fri, 14 Jun 2024 16:27:09 +0900
Subject: [PATCH] Update release_notes.md

---
 release_notes.md | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/release_notes.md b/release_notes.md
index 3664a9c906..a8ab8b7277 100755
--- a/release_notes.md
+++ b/release_notes.md
@@ -1,5 +1,12 @@
 # Release Notes
 
+## What's New in Version 24.06
++ **Sparse Operation Kit (SOK) Updates:**
+    + A new API `sok.incremental_dump` has been added, which allows users to dump newly added keys and values into a numpy array by specifying a time threshold. Currently it only supports `sok.DynamicVariable` that uses HKV as the backend.
+    + Fixed the issue of wgrad using too much GPU memory.
+    + Fixed an illegal memory access issue in a CUDA kernel during backward propagation.
+    + The documentation and examples for SOK (Sparse Operation Kit) have been updated. For more details, refer to the [SOK Documentation](https://nvidia-merlin.github.io/HugeCTR/sparse_operation_kit/master/index.html).
+
 ## What's New in Version 23.12