diff --git a/pkgs/development/python-modules/tensorflow/bin.nix b/pkgs/development/python-modules/tensorflow/bin.nix
index c9ed92712166efd..4b3d3d0ec6c4e29 100644
--- a/pkgs/development/python-modules/tensorflow/bin.nix
+++ b/pkgs/development/python-modules/tensorflow/bin.nix
@@ -201,5 +201,26 @@ in buildPythonPackage {
     license = licenses.asl20;
     maintainers = with maintainers; [ jyp abbradar cdepillabout ];
     platforms = [ "x86_64-linux" "x86_64-darwin" ];
+    knownVulnerabilities = optionals (versionOlder packages.version "2.12.0") [
+      "CVE-2023-27579"
+      "CVE-2023-25801"
+      "CVE-2023-25676"
+      "CVE-2023-25675"
+      "CVE-2023-25674"
+      "CVE-2023-25673"
+      "CVE-2023-25671"
+      "CVE-2023-25670"
+      "CVE-2023-25669"
+      "CVE-2023-25668"
+      "CVE-2023-25667"
+      "CVE-2023-25665"
+      "CVE-2023-25666"
+      "CVE-2023-25664"
+      "CVE-2023-25663"
+      "CVE-2023-25662"
+      "CVE-2023-25660"
+      "CVE-2023-25659"
+      "CVE-2023-25658"
+    ];
   };
 }