diff --git a/rllib_contrib/r2d2/pyproject.toml b/rllib_contrib/r2d2/pyproject.toml
index 1d754e251371..9da2b1f53bd2 100644
--- a/rllib_contrib/r2d2/pyproject.toml
+++ b/rllib_contrib/r2d2/pyproject.toml
@@ -15,4 +15,4 @@ requires-python = ">=3.7, <3.11"
 dependencies = ["gymnasium==0.26.3", "ray[rllib]==2.5.0"]
 
 [project.optional-dependencies]
-development = ["pytest>=7.2.2", "pre-commit==2.21.0", "tensorflow==2.11.0", "torch==1.12.0"]
+development = ["pytest>=7.2.2", "pre-commit==2.21.0", "tensorflow==2.12.1", "torch==1.12.0"]
diff --git a/rllib_contrib/r2d2/requirements.txt b/rllib_contrib/r2d2/requirements.txt
index f1191ef52412..2c50df363ca9 100644
--- a/rllib_contrib/r2d2/requirements.txt
+++ b/rllib_contrib/r2d2/requirements.txt
@@ -1,2 +1,2 @@
-tensorflow==2.11.0
+tensorflow==2.12.1
 torch==1.12.0