diff --git a/kustomize/apps/tf-training/base/kustomization.yaml b/kustomize/apps/tf-training/base/kustomization.yaml
deleted file mode 100644
index f34f9f4..0000000
--- a/kustomize/apps/tf-training/base/kustomization.yaml
+++ /dev/null
@@ -1,5 +0,0 @@
-apiVersion: kustomize.config.k8s.io/v1beta1
-kind: Kustomization
-
-resources:
-- github.com/kubeflow/manifests/apps/tf-training/upstream/overlays/kubeflow?ref=v1.3.1
diff --git a/kustomize/apps/training-operator/base/kustomization.yaml b/kustomize/apps/training-operator/base/kustomization.yaml
new file mode 100644
index 0000000..3721ea4
--- /dev/null
+++ b/kustomize/apps/training-operator/base/kustomization.yaml
@@ -0,0 +1,5 @@
+apiVersion: kustomize.config.k8s.io/v1beta1
+kind: Kustomization
+
+resources:
+- github.com/kubeflow/manifests/apps/training-operator/upstream/overlays/kubeflow?ref=v1.6.0
diff --git a/kustomize/stacks/aaw/kustomization.yaml b/kustomize/stacks/aaw/kustomization.yaml
index 1fd6b40..6ef5a53 100644
--- a/kustomize/stacks/aaw/kustomization.yaml
+++ b/kustomize/stacks/aaw/kustomization.yaml
@@ -44,7 +44,7 @@ resources:
 - ../../apps/notebook-controller/base
 - ../../apps/profiles/base
 - ../../apps/pytorch-job/base
-- ../../apps/tf-training/base
+- ../../apps/training-operator/base
 
 ## Kubeflow (contrib)
 
diff --git a/kustomize/stacks/argo/kubeflow.yaml b/kustomize/stacks/argo/kubeflow.yaml
index 232d06e..a76026a 100644
--- a/kustomize/stacks/argo/kubeflow.yaml
+++ b/kustomize/stacks/argo/kubeflow.yaml
@@ -62,7 +62,7 @@ spec:
       - app: pytorch-job
         folder: apps
         version: main
-      - app: tr-training
+      - app: training-operator
         folder: apps
         version: main
 
diff --git a/kustomize/stacks/local/kustomization.yaml b/kustomize/stacks/local/kustomization.yaml
index 06083f1..9d494db 100644
--- a/kustomize/stacks/local/kustomization.yaml
+++ b/kustomize/stacks/local/kustomization.yaml
@@ -27,7 +27,7 @@ resources:
 - ../../apps/notebook-controller/base
 - ../../apps/profiles/base
 - ../../apps/pytorch-job/base
-- ../../apps/tf-training/base
+- ../../apps/training-operator/base
 
 ## Kubeflow (contrib)
 
diff --git a/kustomize/stacks/upstream/kustomization.yaml b/kustomize/stacks/upstream/kustomization.yaml
index 175b0e0..072f6d7 100644
--- a/kustomize/stacks/upstream/kustomization.yaml
+++ b/kustomize/stacks/upstream/kustomization.yaml
@@ -27,7 +27,7 @@ resources:
 - ../../apps/notebook-controller/base
 - ../../apps/profiles/base
 - ../../apps/pytorch-job/base
-- ../../apps/tf-training/base
+- ../../apps/training-operator/base
 
 ## Kubeflow (contrib)