diff --git a/keras_export/convert_model.py b/keras_export/convert_model.py
index 10591364..c9dcb5d9 100755
--- a/keras_export/convert_model.py
+++ b/keras_export/convert_model.py
@@ -652,14 +652,13 @@ class CopiedLayer:
 
         for attr in attributes:
             try:
-                if attr not in ['input_shape', '__class__']:
+                if attr not in ['batch_shape', '__class__']:
                     setattr(copied_layer, attr, getattr(layer.layer, attr))
-                elif attr == 'input_shape':
-                    setattr(copied_layer, 'input_shape', input_shape_new)
             except Exception:
                 continue
 
-        setattr(copied_layer, "output_shape", getattr(layer, "output_shape"))
+        setattr(copied_layer, 'batch_shape', input_shape_new)
+        setattr(copied_layer, "output_shape", layer.output.shape)
 
         return layer_function(copied_layer)
 
@@ -711,7 +710,7 @@ def get_layer_weights(layer, name):
 
         result[name]['td_input_len'] = encode_floats(
             np.array([len(get_layer_input_shape(layer)) - 1], dtype=np.float32))
-        result[name]['td_output_len'] = encode_floats(np.array([len(layer.output_shape) - 1], dtype=np.float32))
+        result[name]['td_output_len'] = encode_floats(np.array([len(layer.output.shape) - 1], dtype=np.float32))
     return result