diff --git a/run_scripts/baselines.py b/run_scripts/baselines.py
index 04f5ad7bcb2c22c2c0f7d5652ee4479012eb3118..9afa1c14b4c35505c1dec5f3582332c50a829f84 100644
--- a/run_scripts/baselines.py
+++ b/run_scripts/baselines.py
@@ -9,7 +9,7 @@ import time
 start = time.time()
 
 c_32 = ew.Config()
-c_32.name = 'FirstLayerBase'
+c_32.name = 'Deep'
 c_32.render = False
 c_32.force_cpu = True
 c_32.env = gym.make('CartPole-v0')
@@ -36,6 +36,21 @@ c_512.net_layout = [512, 32]
 c_1024 = copy.deepcopy(c_32)
 c_1024.net_layout = [1024, 32]
 
+cd_3 = copy.deepcopy(c_32)
+cd_3.net_layout[128, 64, 32]
+
+cd_4 = copy.deepcopy(c_32)
+cd_4.net_layout[128, 64, 32, 32]
+
+cd_128 = copy.deepcopy(c_32)
+cd_128.net_layout[128, 128, 128]
+
+cd_256 = copy.deepcopy(c_32)
+cd_256.net_layout[256, 256, 256]
+
+cd_512 = copy.deepcopy(c_32)
+cd_512.net_layout[512, 512, 512]
+
 conf = c_32
 
 conf.conf_to_name()