diff --git a/vertical-pod-autoscaler/pkg/admission-controller/config.go b/vertical-pod-autoscaler/pkg/admission-controller/config.go
index b17297c7e33aac3bf7fe9f0682498a87be39e5c7..a1644cef6e2e8b66f34c40fd6e5a56fd1da71099 100644
--- a/vertical-pod-autoscaler/pkg/admission-controller/config.go
+++ b/vertical-pod-autoscaler/pkg/admission-controller/config.go
@@ -95,7 +95,7 @@ func selfRegistration(clientset *kubernetes.Clientset, caCert []byte, namespace
 						Operations: []v1beta1.OperationType{v1beta1.Create, v1beta1.Update},
 						Rule: v1beta1.Rule{
 							APIGroups:   []string{"autoscaling.k8s.io"},
-							APIVersions: []string{"v1beta1"},
+							APIVersions: []string{"*"},
 							Resources:   []string{"verticalpodautoscalers"},
 						},
 					}},