diff --git a/vertical-pod-autoscaler/pkg/admission-controller/config.go b/vertical-pod-autoscaler/pkg/admission-controller/config.go
index c1f88ae5d70970868d103b9d39d74c9480378c01..d0ab99d2da1e157292375ff59359ad34f0a83d4b 100644
--- a/vertical-pod-autoscaler/pkg/admission-controller/config.go
+++ b/vertical-pod-autoscaler/pkg/admission-controller/config.go
@@ -111,7 +111,7 @@ 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"},
 						},
 					}},