diff --git a/requirements.txt b/requirements.txt
index 0740c65..c475fd9 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,4 +1,4 @@
-tensorflow==2.1.0
+tensorflow==2.11.1
 tensorflow_privacy==0.2.2
 sentencepiece==0.1.85
 smart_open==1.10.0
diff --git a/setup.py b/setup.py
index da0d778..c0aa0e0 100644
--- a/setup.py
+++ b/setup.py
@@ -27,7 +27,7 @@
         'numpy==1.18.3'
     ],
     extras_require={
-        'tf': ['tensorflow==2.1.0'],
+        'tf': ['tensorflow==2.11.1'],
         'py36': ['dataclasses==0.7']
     }
 )
diff --git a/test-requirements.txt b/test-requirements.txt
index 4704072..e2610de 100644
--- a/test-requirements.txt
+++ b/test-requirements.txt
@@ -1,4 +1,4 @@
-tensorflow==2.1.0
+tensorflow==2.11.1
 flake8
 pytest
 pytest-cov