diff --git a/language_interpolation/networks.py b/language_interpolation/networks.py
index 20465a3..631c5ac 100644
--- a/language_interpolation/networks.py
+++ b/language_interpolation/networks.py
@@ -11,7 +11,11 @@
     HighOrderTailFocusNetwork,
 )
 from high_order_layers_torch.positional_embeddings import ClassicSinusoidalEmbedding
-from high_order_layers_torch.layers import MaxAbsNormalizationLast, high_order_fc_layers
+from high_order_layers_torch.layers import (
+    MaxAbsNormalizationLast,
+    high_order_fc_layers,
+    MaxCenterNormalizationLast,
+)
 from high_order_layers_torch.networks import initialize_network_polynomial_layers
 from torchmetrics import Accuracy
 from torch import Tensor
@@ -51,6 +55,8 @@ def forward(self, x):
 
     if normalizer == "maxabs":
         normalization = MaxAbsNormalizationLast
+    elif normalizer == "maxcenter":
+        normalization = MaxCenterNormalizationLast
     elif normalizer == "layer":
         normalization = LazyLayerNormLastDim
     elif normalizer == "none":
diff --git a/pyproject.toml b/pyproject.toml
index ae88fde..a0d728b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,7 +18,7 @@ langchain = "^0.0.334"
 hydra-core = "^1.3.2"
 tensorboard = "^2.15.1"
 lion-pytorch = "^0.1.2"
-high-order-layers-torch = "^2.4.0"
+high-order-layers-torch = "^2.4.1"
 
 [tool.poetry.group.dev.dependencies]
 black = "^23.11.0"