diff --git a/python-package/xgboost/core.py b/python-package/xgboost/core.py
index 1722670fd..e8bc735e6 100644
--- a/python-package/xgboost/core.py
+++ b/python-package/xgboost/core.py
@@ -7,7 +7,6 @@ import json
 import os
 import re
 import sys
-import uuid
 import warnings
 import weakref
 from abc import ABC, abstractmethod
@@ -3144,9 +3143,3 @@ class Booster:
                 UserWarning,
             )
         return nph_stacked
-
-    def __dask_tokenize__(self) -> uuid.UUID:
-        # TODO: Implement proper tokenization to avoid unnecessary re-computation in
-        # Dask. However, default tokenzation causes problems after
-        # https://github.com/dask/dask/pull/10883
-        return uuid.uuid4()
diff --git a/python-package/xgboost/dask/__init__.py b/python-package/xgboost/dask/__init__.py
index c74caecdb..c5140a1fe 100644
--- a/python-package/xgboost/dask/__init__.py
+++ b/python-package/xgboost/dask/__init__.py
@@ -1237,10 +1237,12 @@ def _infer_predict_output(
 async def _get_model_future(
     client: "distributed.Client", model: Union[Booster, Dict, "distributed.Future"]
 ) -> "distributed.Future":
+    # See https://github.com/dask/dask/issues/11179#issuecomment-2168094529 for
+    # the use of hash.
     if isinstance(model, Booster):
-        booster = await client.scatter(model, broadcast=True)
+        booster = await client.scatter(model, broadcast=True, hash=False)
     elif isinstance(model, dict):
-        booster = await client.scatter(model["booster"], broadcast=True)
+        booster = await client.scatter(model["booster"], broadcast=True, hash=False)
     elif isinstance(model, distributed.Future):
         booster = model
         t = booster.type