diff --git a/audio_diffusion_pytorch/modules.py b/audio_diffusion_pytorch/modules.py
index ab17d0e..68cc3b2 100644
--- a/audio_diffusion_pytorch/modules.py
+++ b/audio_diffusion_pytorch/modules.py
@@ -25,15 +25,13 @@ def ConvTranspose1d(*args, **kwargs) -> nn.Module:
 
 
 class ConvOut1d(nn.Module):
-    def __init__(
-        self, in_channels: int, out_channels: int, kernel_sizes: Sequence[int]
-    ):
+    def __init__(self, channels: int, kernel_sizes: Sequence[int]):
         super().__init__()
-        mid_channels = in_channels * 16
+        mid_channels = channels * 16
 
         self.convs_in = nn.ModuleList(
             Conv1d(
-                in_channels=in_channels,
+                in_channels=channels,
                 out_channels=mid_channels,
                 kernel_size=kernel_size,
                 padding=(kernel_size - 1) // 2,
@@ -49,14 +47,15 @@ def __init__(
         )
 
         self.conv_out = Conv1d(
-            in_channels=mid_channels, out_channels=out_channels, kernel_size=1
+            in_channels=mid_channels, out_channels=channels, kernel_size=1
         )
 
     def forward(self, x: Tensor) -> Tensor:
+        skip = x
         xs = torch.stack([conv(x) for conv in self.convs_in])
-        x = reduce(xs, "n b c t -> b c t", "sum") + x
+        x = reduce(xs, "n b c t -> b c t", "sum")
         x = self.conv_mid(x)
-        x = self.conv_out(x)
+        x = self.conv_out(x) + skip
         return x
 
 
@@ -932,8 +931,7 @@ def __init__(
             ),
             Rearrange("b (c p) l -> b c (l p)", p=patch_size),
             ConvOut1d(
-                in_channels=out_channels,
-                out_channels=out_channels,
+                channels=out_channels,
                 kernel_sizes=kernel_sizes_out,
             )
             if exists(kernel_sizes_out)
diff --git a/setup.py b/setup.py
index 73d78de..03897df 100644
--- a/setup.py
+++ b/setup.py
@@ -3,7 +3,7 @@
 setup(
     name="audio-diffusion-pytorch",
     packages=find_packages(exclude=[]),
-    version="0.0.32",
+    version="0.0.33",
     license="MIT",
     description="Audio Diffusion - PyTorch",
     long_description_content_type="text/markdown",