diff --git a/sktime/tests/_config.py b/sktime/tests/_config.py
index b92e957db0b..6bab2ab5e00 100644
--- a/sktime/tests/_config.py
+++ b/sktime/tests/_config.py
@@ -37,6 +37,13 @@
     "SimpleRNNClassifier",
     "SimpleRNNRegressor",
     "EditDist",
+    "CNNClassifier",
+    "FCNClassifier",
+    "InceptionTimeClassifer",
+    "LSTMFCNClassifier",
+    "MLPClassifier",
+    "CNNRegressor",
+    "ResNetRegressor",
 ]