diff --git a/python/cuml/cuml/cluster/hdbscan/hdbscan.pyx b/python/cuml/cuml/cluster/hdbscan/hdbscan.pyx
index dcc5fefaeb..20cfdc397a 100644
--- a/python/cuml/cuml/cluster/hdbscan/hdbscan.pyx
+++ b/python/cuml/cuml/cluster/hdbscan/hdbscan.pyx
@@ -771,7 +771,7 @@ class HDBSCAN(UniversalBase, ClusterMixin, CMajorInputTagMixin):
         """
         Fit HDBSCAN model from features.
         """
-
+        self._all_finite = True
         X_m, n_rows, n_cols, self.dtype = \
             input_to_cuml_array(X, order='C',
                                 check_dtype=[np.float32],
@@ -1163,7 +1163,7 @@ class HDBSCAN(UniversalBase, ClusterMixin, CMajorInputTagMixin):
     def get_attr_names(self):
         attr_names = ['labels_', 'probabilities_', 'cluster_persistence_',
                       'condensed_tree_', 'single_linkage_tree_',
-                      'outlier_scores_']
+                      'outlier_scores_', '_all_finite']
         if self.gen_min_span_tree:
             attr_names = attr_names + ['minimum_spanning_tree_']
         if self.prediction_data:
diff --git a/python/cuml/cuml/experimental/accel/estimator_proxy.py b/python/cuml/cuml/experimental/accel/estimator_proxy.py
index 7da5cdefb7..429a600dd4 100644
--- a/python/cuml/cuml/experimental/accel/estimator_proxy.py
+++ b/python/cuml/cuml/experimental/accel/estimator_proxy.py
@@ -23,6 +23,7 @@
 from cuml.internals import logger
 from cuml.internals.global_settings import GlobalSettings
 from cuml.internals.safe_imports import gpu_only_import, cpu_only_import
+from sklearn.base import _clone_parametrized
 from typing import Optional, Tuple, Dict, Any, Type, List
 
 
@@ -277,6 +278,9 @@ def __reduce__(self):
                 ),
             )
 
+        def __sklearn_clone__(self):
+            return _clone_parametrized(self)
+
     logger.debug(
         f"Created proxy estimator: ({module_b}, {original_class_name}, {ProxyEstimator})"
     )