diff --git a/src/transformers/integrations/hub_kernels.py b/src/transformers/integrations/hub_kernels.py
index c1441ba20047..95ca49a74915 100644
--- a/src/transformers/integrations/hub_kernels.py
+++ b/src/transformers/integrations/hub_kernels.py
@@ -162,8 +162,8 @@ def register_kernel_mapping(*args, **kwargs):
         raise RuntimeError("register_kernel_mapping requires `kernels` to be installed. Run `pip install kernels`.")
 
 
-_HUB_KERNEL_MAPPING: dict[str, str] = {
-    "causal-conv1d": "kernels-community/causal-conv1d",
+_HUB_KERNEL_MAPPING: dict[str, dict[str, str]] = {
+    "causal-conv1d": {"repo_id": "kernels-community/causal-conv1d"},
 }
 
 _KERNEL_MODULE_MAPPING: dict[str, Optional[ModuleType]] = {}
@@ -242,7 +242,9 @@ def lazy_load_kernel(kernel_name: str, mapping: dict[str, Optional[ModuleType]]
         from kernels import get_kernel
 
         try:
-            kernel = get_kernel(_HUB_KERNEL_MAPPING[kernel_name])
+            repo_id = _HUB_KERNEL_MAPPING[kernel_name]["repo_id"]
+            version = _HUB_KERNEL_MAPPING[kernel_name].get("version", None)
+            kernel = get_kernel(repo_id, version=version)
             mapping[kernel_name] = kernel
         except FileNotFoundError:
             mapping[kernel_name] = None