diff --git a/ci/code_checks.sh b/ci/code_checks.sh
index 9c9cd2cc6650e..f48a9e11dc9e1 100755
--- a/ci/code_checks.sh
+++ b/ci/code_checks.sh
@@ -137,9 +137,7 @@ if [[ -z "$CHECK" || "$CHECK" == "docstrings" ]]; then
         pandas.Interval\
         pandas.Grouper\
         pandas.core.groupby.DataFrameGroupBy.nth\
-        pandas.core.groupby.DataFrameGroupBy.rolling\
         pandas.core.groupby.SeriesGroupBy.nth\
-        pandas.core.groupby.SeriesGroupBy.rolling\
         pandas.core.groupby.DataFrameGroupBy.plot\
         pandas.core.groupby.SeriesGroupBy.plot # There should be no backslash in the final line, please keep this comment in the last ignored function
     RET=$(($RET + $?)) ; echo $MSG "DONE"
diff --git a/pandas/core/groupby/groupby.py b/pandas/core/groupby/groupby.py
index 2ac069deaad36..1ec525a0f22b8 100644
--- a/pandas/core/groupby/groupby.py
+++ b/pandas/core/groupby/groupby.py
@@ -47,6 +47,7 @@ class providing the base-class of operations.
     DtypeObj,
     FillnaOptions,
     IndexLabel,
+    IntervalClosedType,
     NDFrameT,
     PositionalIndexer,
     RandomState,
@@ -139,6 +140,7 @@ class providing the base-class of operations.
 )
 
 if TYPE_CHECKING:
+    from pandas._libs.tslibs import BaseOffset
     from pandas._typing import (
         Any,
         Concatenate,
@@ -147,6 +149,7 @@ class providing the base-class of operations.
         T,
     )
 
+    from pandas.core.indexers.objects import BaseIndexer
     from pandas.core.resample import Resampler
     from pandas.core.window import (
         ExpandingGroupby,
@@ -3616,7 +3619,16 @@ def resample(self, rule, *args, include_groups: bool = True, **kwargs) -> Resamp
         )
 
     @final
-    def rolling(self, *args, **kwargs) -> RollingGroupby:
+    def rolling(
+        self,
+        window: int | datetime.timedelta | str | BaseOffset | BaseIndexer,
+        min_periods: int | None = None,
+        center: bool = False,
+        win_type: str | None = None,
+        on: str | None = None,
+        closed: IntervalClosedType | None = None,
+        method: str = "single",
+    ) -> RollingGroupby:
         """
         Return a rolling grouper, providing rolling functionality per group.
 
@@ -3746,10 +3758,15 @@ def rolling(self, *args, **kwargs) -> RollingGroupby:
 
         return RollingGroupby(
             self._selected_obj,
-            *args,
+            window=window,
+            min_periods=min_periods,
+            center=center,
+            win_type=win_type,
+            on=on,
+            closed=closed,
+            method=method,
             _grouper=self._grouper,
             _as_index=self.as_index,
-            **kwargs,
         )
 
     @final
diff --git a/pandas/tests/groupby/test_groupby.py b/pandas/tests/groupby/test_groupby.py
index db45067162bc3..2d06c2f258539 100644
--- a/pandas/tests/groupby/test_groupby.py
+++ b/pandas/tests/groupby/test_groupby.py
@@ -2423,7 +2423,9 @@ def test_rolling_wrong_param_min_period():
     test_df = DataFrame([name_l, val_l]).T
     test_df.columns = ["name", "val"]
 
-    result_error_msg = r"__init__\(\) got an unexpected keyword argument 'min_period'"
+    result_error_msg = (
+        r"^[a-zA-Z._]*\(\) got an unexpected keyword argument 'min_period'$"
+    )
     with pytest.raises(TypeError, match=result_error_msg):
         test_df.groupby("name")["val"].rolling(window=2, min_period=1).sum()