diff --git a/onn.py b/onn.py
index 37aa304..90a17e3 100755
--- a/onn.py
+++ b/onn.py
@@ -1034,6 +1034,10 @@ def optim_from_config(config):
         d2 = config.optim_decay2 if 'optim_decay2' in config else 99.5
         mu = np.exp(-1/d2)
         optim = RMSprop(mu=mu)
+    elif config.optim == 'rmsc':
+        d2 = config.optim_decay2 if 'optim_decay2' in config else 9.5
+        mu = np.exp(-1/d2)
+        optim = RMSpropCentered(momentum=mu)
     elif config.optim == 'sgd':
         d1 = config.optim_decay1 if 'optim_decay1' in config else 0
         clip = config.gradient_clip if 'gradient_clip' in config else 0.0