diff --git a/src/otx/recipe/classification/multi_label_cls/efficientnet_b0.yaml b/src/otx/recipe/classification/multi_label_cls/efficientnet_b0.yaml
index 0aa66e2884b..bc6243a04e7 100644
--- a/src/otx/recipe/classification/multi_label_cls/efficientnet_b0.yaml
+++ b/src/otx/recipe/classification/multi_label_cls/efficientnet_b0.yaml
@@ -38,11 +38,7 @@ overrides:
   callbacks:
     - class_path: lightning.pytorch.callbacks.EarlyStopping
       init_args:
-        patience: 4
-    - class_path: otx.algo.callbacks.adaptive_train_scheduling.AdaptiveTrainScheduling
-      init_args:
-        min_earlystop_patience: 4
-        min_lrschedule_patience: 3
+        patience: 3
   data:
     task: MULTI_LABEL_CLS
     config:
diff --git a/src/otx/recipe/classification/multi_label_cls/mobilenet_v3_large.yaml b/src/otx/recipe/classification/multi_label_cls/mobilenet_v3_large.yaml
index e1516ee8ef2..031cfbb37a8 100644
--- a/src/otx/recipe/classification/multi_label_cls/mobilenet_v3_large.yaml
+++ b/src/otx/recipe/classification/multi_label_cls/mobilenet_v3_large.yaml
@@ -41,11 +41,7 @@ overrides:
   callbacks:
     - class_path: lightning.pytorch.callbacks.EarlyStopping
       init_args:
-        patience: 4
-    - class_path: otx.algo.callbacks.adaptive_train_scheduling.AdaptiveTrainScheduling
-      init_args:
-        min_earlystop_patience: 4
-        min_lrschedule_patience: 3
+        patience: 3
   data:
     task: MULTI_LABEL_CLS
     config: