microsoft · ultmaster · Jun 13, 2021 · Jun 8, 2021 · Jun 9, 2021 · Jun 10, 2021
diff --git a/docs/en_US/NAS/Advanced.rst b/docs/en_US/NAS/Advanced.rst
diff --git a/docs/en_US/NAS/retiarii/ApiReference.rst → docs/en_US/NAS/ApiReference.rst b/docs/en_US/NAS/retiarii/ApiReference.rst → docs/en_US/NAS/ApiReference.rst
@@ -75,8 +75,8 @@ Oneshot Trainers
 ..  autoclass:: nni.retiarii.oneshot.pytorch.SinglePathTrainer
     :members:
 
-Strategies
-----------
+Exploration Strategies
+----------------------
 
 ..  autoclass:: nni.retiarii.strategy.Random
     :members:
@@ -90,6 +90,9 @@ Strategies
 ..  autoclass:: nni.retiarii.strategy.TPEStrategy
     :members:
 
+..  autoclass:: nni.retiarii.strategy.PolicyBasedRL
+    :members:
+
 Retiarii Experiments
 --------------------
 
@@ -98,3 +101,8 @@ Retiarii Experiments
 
 ..  autoclass:: nni.retiarii.experiment.pytorch.RetiariiExeConfig
     :members:
+
+Utilities
+---------
+
+..  autofunction:: nni.retiarii.serialize
diff --git a/docs/en_US/NAS/CDARTS.rst b/docs/en_US/NAS/CDARTS.rst
diff --git a/docs/en_US/NAS/ClassicNas.rst b/docs/en_US/NAS/ClassicNas.rst