diff --git a/CHANGELOG.md b/CHANGELOG.md
index d52174b0668..252ae4ab825 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -108,6 +108,8 @@ All notable changes to this project will be documented in this file.
   (<https://github.com/openvinotoolkit/training_extensions/pull/4057>)
 - Fix incorrect all_groups order configuration in HLabelInfo
   (<https://github.com/openvinotoolkit/training_extensions/pull/4067>)
+- Fix RTDETR recipes
+  (<https://github.com/openvinotoolkit/training_extensions/pull/4079>)
 - Fix wrong model name in converter & template
   (<https://github.com/openvinotoolkit/training_extensions/pull/4082>)
 
diff --git a/src/otx/recipe/detection/rtdetr_101.yaml b/src/otx/recipe/detection/rtdetr_101.yaml
index 8f2b13f3d0a..576af73c5a4 100644
--- a/src/otx/recipe/detection/rtdetr_101.yaml
+++ b/src/otx/recipe/detection/rtdetr_101.yaml
@@ -34,15 +34,9 @@ overrides:
     - class_path: otx.algo.callbacks.adaptive_train_scheduling.AdaptiveTrainScheduling
       init_args:
         max_interval: 1
-        decay: -0.025
         min_lrschedule_patience: 3
     - class_path: otx.algo.callbacks.adaptive_early_stopping.EarlyStoppingWithWarmup
       init_args:
-        monitor: null
-        mode: max
-        patience: 10
-        check_on_train_epoch_end: false
-        min_delta: 0.001
         warmup_iters: 100
         warmup_epochs: 7
 
diff --git a/src/otx/recipe/detection/rtdetr_101_tile.yaml b/src/otx/recipe/detection/rtdetr_101_tile.yaml
index 23e86944a22..0a6cceb8142 100644
--- a/src/otx/recipe/detection/rtdetr_101_tile.yaml
+++ b/src/otx/recipe/detection/rtdetr_101_tile.yaml
@@ -34,15 +34,9 @@ overrides:
     - class_path: otx.algo.callbacks.adaptive_train_scheduling.AdaptiveTrainScheduling
       init_args:
         max_interval: 1
-        decay: -0.025
         min_lrschedule_patience: 3
     - class_path: otx.algo.callbacks.adaptive_early_stopping.EarlyStoppingWithWarmup
       init_args:
-        monitor: null
-        mode: max
-        patience: 10
-        check_on_train_epoch_end: false
-        min_delta: 0.001
         warmup_iters: 100
         warmup_epochs: 7
 
diff --git a/src/otx/recipe/detection/rtdetr_18.yaml b/src/otx/recipe/detection/rtdetr_18.yaml
index 2038d6c2d76..0d9da430c4e 100644
--- a/src/otx/recipe/detection/rtdetr_18.yaml
+++ b/src/otx/recipe/detection/rtdetr_18.yaml
@@ -33,15 +33,9 @@ overrides:
     - class_path: otx.algo.callbacks.adaptive_train_scheduling.AdaptiveTrainScheduling
       init_args:
         max_interval: 1
-        decay: -0.025
         min_lrschedule_patience: 3
     - class_path: otx.algo.callbacks.adaptive_early_stopping.EarlyStoppingWithWarmup
       init_args:
-        monitor: null
-        mode: max
-        patience: 10
-        check_on_train_epoch_end: false
-        min_delta: 0.001
         warmup_iters: 100
         warmup_epochs: 7
 
diff --git a/src/otx/recipe/detection/rtdetr_18_tile.yaml b/src/otx/recipe/detection/rtdetr_18_tile.yaml
index e932c387ce0..637bdacbaa9 100644
--- a/src/otx/recipe/detection/rtdetr_18_tile.yaml
+++ b/src/otx/recipe/detection/rtdetr_18_tile.yaml
@@ -33,15 +33,9 @@ overrides:
     - class_path: otx.algo.callbacks.adaptive_train_scheduling.AdaptiveTrainScheduling
       init_args:
         max_interval: 1
-        decay: -0.025
         min_lrschedule_patience: 3
     - class_path: otx.algo.callbacks.adaptive_early_stopping.EarlyStoppingWithWarmup
       init_args:
-        monitor: null
-        mode: max
-        patience: 10
-        check_on_train_epoch_end: false
-        min_delta: 0.001
         warmup_iters: 100
         warmup_epochs: 7
 
diff --git a/src/otx/recipe/detection/rtdetr_50.yaml b/src/otx/recipe/detection/rtdetr_50.yaml
index 9b10a0b24d1..d561b0f405d 100644
--- a/src/otx/recipe/detection/rtdetr_50.yaml
+++ b/src/otx/recipe/detection/rtdetr_50.yaml
@@ -34,15 +34,9 @@ overrides:
     - class_path: otx.algo.callbacks.adaptive_train_scheduling.AdaptiveTrainScheduling
       init_args:
         max_interval: 1
-        decay: -0.025
         min_lrschedule_patience: 3
     - class_path: otx.algo.callbacks.adaptive_early_stopping.EarlyStoppingWithWarmup
       init_args:
-        monitor: null
-        mode: max
-        patience: 10
-        check_on_train_epoch_end: false
-        min_delta: 0.001
         warmup_iters: 100
         warmup_epochs: 7
 
diff --git a/src/otx/recipe/detection/rtdetr_50_tile.yaml b/src/otx/recipe/detection/rtdetr_50_tile.yaml
index 95a1384df45..53f241f4b17 100644
--- a/src/otx/recipe/detection/rtdetr_50_tile.yaml
+++ b/src/otx/recipe/detection/rtdetr_50_tile.yaml
@@ -34,15 +34,9 @@ overrides:
     - class_path: otx.algo.callbacks.adaptive_train_scheduling.AdaptiveTrainScheduling
       init_args:
         max_interval: 1
-        decay: -0.025
         min_lrschedule_patience: 3
     - class_path: otx.algo.callbacks.adaptive_early_stopping.EarlyStoppingWithWarmup
       init_args:
-        monitor: null
-        mode: max
-        patience: 10
-        check_on_train_epoch_end: false
-        min_delta: 0.001
         warmup_iters: 100
         warmup_epochs: 7