diff --git a/docs/source/configuration/io_settings.rst b/docs/source/configuration/io_settings.rst
index e156d14f..ee3b2700 100644
--- a/docs/source/configuration/io_settings.rst
+++ b/docs/source/configuration/io_settings.rst
@@ -14,7 +14,6 @@ This section configures how PrimAITE saves data during simulation and training.
 .. code-block:: yaml
 
     io_settings:
-        # save_logs: True
         save_agent_actions: True
         save_step_metadata: False
         save_pcap_logs: False
@@ -26,11 +25,6 @@ This section configures how PrimAITE saves data during simulation and training.
         agent_log_level: INFO
 
 
-``save_logs``
--------------
-
-*currently unused*.
-
 ``save_agent_actions``
 ----------------------
 
diff --git a/docs/source/configuration/simulation/nodes/common/common_node_attributes.rst b/docs/source/configuration/simulation/nodes/common/common_node_attributes.rst
index e6d5da67..c0386e5a 100644
--- a/docs/source/configuration/simulation/nodes/common/common_node_attributes.rst
+++ b/docs/source/configuration/simulation/nodes/common/common_node_attributes.rst
@@ -4,11 +4,6 @@
 
 .. _common_node_attributes:
 
-``ref``
--------
-
-Human readable name used as reference for the |NODE|. Not used in code.
-
 ``hostname``
 ------------
 
diff --git a/docs/source/configuration/simulation/nodes/common/node_type_list.rst b/docs/source/configuration/simulation/nodes/common/node_type_list.rst
index 21181019..106c337a 100644
--- a/docs/source/configuration/simulation/nodes/common/node_type_list.rst
+++ b/docs/source/configuration/simulation/nodes/common/node_type_list.rst
@@ -12,6 +12,7 @@ Available options are:
 - ``computer``
 - ``firewall``
 - ``router``
+- ``wireless_router``
 - ``server``
 - ``switch``
 
diff --git a/docs/source/configuration/simulation/software/applications.rst b/docs/source/configuration/simulation/software/applications.rst
index 9973a167..d382c2ad 100644
--- a/docs/source/configuration/simulation/software/applications.rst
+++ b/docs/source/configuration/simulation/software/applications.rst
@@ -14,12 +14,10 @@ Applications takes a list of applications as shown in the example below.
 
 .. code-block:: yaml
 
-    - ref: client_1
-    hostname: client_1
-    type: computer
+    - hostname: client_1
+      type: computer
     ...
     applications:
-        - ref: example_application
         type: example_application_type
         options:
             # this section is different for each application
diff --git a/docs/source/configuration/simulation/software/services.rst b/docs/source/configuration/simulation/software/services.rst
index ec6bbba9..56841e84 100644
--- a/docs/source/configuration/simulation/software/services.rst
+++ b/docs/source/configuration/simulation/software/services.rst
@@ -14,12 +14,10 @@ Services takes a list of services as shown in the example below.
 
 .. code-block:: yaml
 
-    - ref: client_1
     hostname: client_1
     type: computer
     ...
     applications:
-        - ref: example_service
         type: example_service_type
         options:
             # this section is different for each service