diff --git a/src/llamafactory/train/utils.py b/src/llamafactory/train/utils.py
index 23834f2d0a..230fdc1eb0 100644
--- a/src/llamafactory/train/utils.py
+++ b/src/llamafactory/train/utils.py
@@ -379,6 +379,7 @@ def create_custom_scheduler(
                 optimizer=optimizer_dict[param],
                 num_warmup_steps=training_args.get_warmup_steps(num_training_steps),
                 num_training_steps=num_training_steps,
+                scheduler_specific_kwargs=training_args.lr_scheduler_kwargs,
             )
 
         def scheduler_hook(param: "torch.nn.Parameter"):