diff --git a/topomodelx/nn/simplicial/snn_layer.py b/topomodelx/nn/simplicial/snn_layer.py
index 8044da7a..28a8278e 100644
--- a/topomodelx/nn/simplicial/snn_layer.py
+++ b/topomodelx/nn/simplicial/snn_layer.py
@@ -36,11 +36,13 @@ def __init__(self, in_channels, out_channels, K):
         self.out_channels = out_channels
         self.K = K
 
-        self.convs = [
+        convs = [
             Conv(in_channels=in_channels, out_channels=out_channels, update_func="relu")
             for _ in range(self.K)
         ]
 
+        self.convs = torch.nn.ModuleList(convs)
+
         self.aggr = Aggregation(aggr_func="sum", update_func="relu")
 
     def reset_parameters(self):