diff --git a/flaml/automl/model.py b/flaml/automl/model.py
index 5b7c08efec..af2e249437 100644
--- a/flaml/automl/model.py
+++ b/flaml/automl/model.py
@@ -2068,6 +2068,9 @@ def config2params(self, config: dict) -> dict:
 
     def __init__(self, task="binary", **config):
         super().__init__(task, **config)
+        random_seed = self.params.pop("random_seed", config.get("random_seed", 10242048))
+        if "random_state" not in self.params:
+            self.params["random_state"] = random_seed
         assert self._task.is_classification(), "LogisticRegression for classification task only"
         self.estimator_class = LogisticRegression