diff --git a/exps/LFNA/lfna.py b/exps/LFNA/lfna.py
index 89be5a9..0a34f4c 100644
--- a/exps/LFNA/lfna.py
+++ b/exps/LFNA/lfna.py
@@ -132,8 +132,8 @@ def main(args):
     )
     lr_scheduler = torch.optim.lr_scheduler.MultiStepLR(
         optimizer,
-        milestones=[1, 2],
-        gamma=0.1,
+        milestones=[1, 2, 3, 4, 5],
+        gamma=0.2,
     )
     logger.log("The base-model is\n{:}".format(base_model))
     logger.log("The meta-model is\n{:}".format(meta_model))
@@ -223,11 +223,12 @@ def main(args):
                 logger,
             )
         if iepoch - last_success_epoch >= args.early_stop_thresh:
-            if lr_scheduler.last_epoch > 2:
+            if lr_scheduler.last_epoch > 4:
                 logger.log("Early stop at {:}".format(iepoch))
                 break
             else:
-                last_epoch.step()
+                last_success_epoch = iepoch
+                lr_scheduler.step()
                 logger.log("Decay the lr [{:}]".format(lr_scheduler.last_epoch))
 
         per_epoch_time.update(time.time() - start_time)
@@ -375,7 +376,7 @@ if __name__ == "__main__":
         help="The #epochs for early stop.",
     )
     parser.add_argument(
-        "--seq_length", type=int, default=5, help="The sequence length."
+        "--seq_length", type=int, default=10, help="The sequence length."
     )
     parser.add_argument(
         "--workers", type=int, default=4, help="The number of workers in parallel."
@@ -392,11 +393,12 @@ if __name__ == "__main__":
     if args.rand_seed is None or args.rand_seed < 0:
         args.rand_seed = random.randint(1, 100000)
     assert args.save_dir is not None, "The save dir argument can not be None"
-    args.save_dir = "{:}-d{:}_{:}_{:}-lr{:}-wd{:}-e{:}-env{:}".format(
+    args.save_dir = "{:}-d{:}_{:}_{:}-s{:}-lr{:}-wd{:}-e{:}-env{:}".format(
         args.save_dir,
         args.hidden_dim,
         args.layer_dim,
         args.time_dim,
+        args.seq_length,
         args.lr,
         args.weight_decay,
         args.epochs,