diff --git a/main.py b/main.py
index e05867d..6ed86e3 100755
--- a/main.py
+++ b/main.py
@@ -1,5 +1,5 @@
 import torch
-
+import numpy as np
 import helpers
 from environment import CarRacingEnv
 from trainer import Trainer
@@ -22,6 +22,13 @@
         'train': True
     }
 
+    # Reproducibility: manual seeding
+    seed = 7081960
+    torch.manual_seed(seed)
+    torch.cuda.manual_seed(seed)
+    np.random.seed(seed)
+
+
     env = CarRacingEnv(device, hyperparams['stack_frames'], hyperparams['train'])
     helpers.display_start()
     if hyperparams['train']:
diff --git a/params/policy-params.dl b/params/policy-params.dl
index d75bdb8..bbb4a34 100644
Binary files a/params/policy-params.dl and b/params/policy-params.dl differ
diff --git a/runs/Apr14_12-13-13_ubuntu-jp/events.out.tfevents.1618395193.ubuntu-jp.3086.0 b/runs/Apr14_12-13-13_ubuntu-jp/events.out.tfevents.1618395193.ubuntu-jp.3086.0
new file mode 100644
index 0000000..d053f44
Binary files /dev/null and b/runs/Apr14_12-13-13_ubuntu-jp/events.out.tfevents.1618395193.ubuntu-jp.3086.0 differ