diff --git a/autogl/module/nas/algorithm/agnn_rl.py b/autogl/module/nas/algorithm/agnn_rl.py
index c15a6da..4d61817 100644
--- a/autogl/module/nas/algorithm/agnn_rl.py
+++ b/autogl/module/nas/algorithm/agnn_rl.py
@@ -103,7 +103,7 @@ class AGNNRL(GraphNasRL):
             for tag in tags:
                 if tag in field.name:
                     groups[tag].append(field)
-        groups=list(groups.values())
+        groups=[x for x in groups.values() if x]
 
         # controller
         self.controller = AGNNActionGuider(