diff --git a/pandas/core/generic.py b/pandas/core/generic.py
index 2a0495dff6681..a7454424a1b04 100644
--- a/pandas/core/generic.py
+++ b/pandas/core/generic.py
@@ -6040,7 +6040,12 @@ def __finalize__(self, other, method: str | None = None, **kwargs) -> Self:
             if all(bool(obj.attrs) for obj in objs):
                 # all concatenate arguments have non-empty attrs
                 attrs = objs[0].attrs
-                have_same_attrs = all(obj.attrs == attrs for obj in objs[1:])
+                have_same_attrs = all(
+                    (obj.attrs == attrs).all()
+                    if isinstance(obj.attrs, np.darray)
+                    else obj.attrs == attrs
+                    for obj in objs[1:]
+                )
                 if have_same_attrs:
                     self.attrs = deepcopy(attrs)