diff --git a/src/huggingface_hub/file_download.py b/src/huggingface_hub/file_download.py
index 6344e2b4fb..1720036084 100644
--- a/src/huggingface_hub/file_download.py
+++ b/src/huggingface_hub/file_download.py
@@ -122,6 +122,10 @@ def is_tf_available():
     return _tf_available
 
 
+def get_tf_version():
+    return _tf_version
+
+
 def is_fastai_available():
     return _fastai_available
 
diff --git a/src/huggingface_hub/keras_mixin.py b/src/huggingface_hub/keras_mixin.py
index 0947e2a95f..46183a48c3 100644
--- a/src/huggingface_hub/keras_mixin.py
+++ b/src/huggingface_hub/keras_mixin.py
@@ -8,6 +8,7 @@
 import yaml
 from huggingface_hub import ModelHubMixin
 from huggingface_hub.file_download import (
+    get_tf_version,
     is_graphviz_available,
     is_pydot_available,
     is_tf_available,
@@ -509,7 +510,11 @@ def _from_pretrained(
         # Root is either a local filepath matching model_id or a cached snapshot
         if not os.path.isdir(model_id):
             storage_folder = snapshot_download(
-                repo_id=model_id, revision=revision, cache_dir=cache_dir
+                repo_id=model_id,
+                revision=revision,
+                cache_dir=cache_dir,
+                library_name="keras",
+                library_version=get_tf_version(),
             )
         else:
             storage_folder = model_id