diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7d4eb21a4c..8aa4363064 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,30 @@
 # Change Log
 
+## v1.7.3
+> Change log since v1.7.2
+
+### Bug fixes
+- Fix kubeflow PyTorchJob create pod failure due to pod webhook. ([#1734](https://github.com/openkruise/kruise/pull/1864), [@zmberg](https://github.com/zmberg))
+
+## v1.7.2
+> Change log since v1.7.1
+
+### Advanced Workload
+- Support specified-delete in AdvancedStatefulSet and handle specified deleted pod under maxUnavailable constrain. ([#1734](https://github.com/openkruise/kruise/pull/1734), [@ABNER-1](https://github.com/ABNER-1))
+
+## v1.6.4
+> Change log since v1.6.3
+
+### Advanced Workload
+- Support specified-delete in AdvancedStatefulSet and handle specified deleted pod under maxUnavailable constrain. ([#1734](https://github.com/openkruise/kruise/pull/1734), [@ABNER-1](https://github.com/ABNER-1))
+
+## v1.5.5 
+> Chang log since v1.5.4
+
+### Advanced Workload
+- Support specified-delete in AdvancedStatefulSet and handle specified deleted pod under maxUnavailable constrain. ([#1734](https://github.com/openkruise/kruise/pull/1734), [@ABNER-1](https://github.com/ABNER-1))
+- Advanced StatefulSet maxUnavailable now counts unavailable pods with smaller ordinal in the update order during rolling upgrade. ([#1480](https://github.com/openkruise/kruise/pull/1480), [@Yesphet](https://github.com/Yesphet))
+
 ## v1.7.1
 > Change log since v1.7.0