diff --git a/model_compression_toolkit/core/pytorch/constants.py b/model_compression_toolkit/core/pytorch/constants.py
index f024e0d49..7fade1758 100644
--- a/model_compression_toolkit/core/pytorch/constants.py
+++ b/model_compression_toolkit/core/pytorch/constants.py
@@ -66,6 +66,10 @@
 IN_FEATURES = 'in_features'
 OUT_FEATURES = 'out_features'
 
+# # Reserved layer names
+RESERVED_NAME_TO = 'to'
+RESERVED_NAME_SUFFIX = 'node'
+
 # torch devices
 CUDA = 'cuda'
 CPU = 'cpu'
diff --git a/model_compression_toolkit/core/pytorch/reader/graph_builders.py b/model_compression_toolkit/core/pytorch/reader/graph_builders.py
index 78b3b3400..ceacf220f 100644
--- a/model_compression_toolkit/core/pytorch/reader/graph_builders.py
+++ b/model_compression_toolkit/core/pytorch/reader/graph_builders.py
@@ -25,7 +25,8 @@
 from model_compression_toolkit.core.common.graph.edge import Edge
 from model_compression_toolkit.core.common.graph.functional_node import FunctionalNode
 from model_compression_toolkit.core.pytorch.constants import OUTPUT, PLACEHOLDER, TENSOR_META, CALL_FUNCTION, TYPE, \
-    CALL_METHOD, BIAS, FUNCTIONAL_OP, OP_CALL_KWARGS, OP_CALL_ARGS, INPUTS_AS_LIST, TENSOR_INPUT_ALLOCS, GET_ATTR
+    CALL_METHOD, BIAS, FUNCTIONAL_OP, OP_CALL_KWARGS, OP_CALL_ARGS, INPUTS_AS_LIST, TENSOR_INPUT_ALLOCS, GET_ATTR, \
+    RESERVED_NAME_TO, RESERVED_NAME_SUFFIX
 from model_compression_toolkit.core.pytorch.reader.node_holders import DummyPlaceHolder
 from model_compression_toolkit.logger import Logger
 
@@ -284,6 +285,9 @@ def nodes_builder(model: GraphModule,
             graph_node_type = BaseNode
             kwargs = {}
 
+        if node.name == RESERVED_NAME_TO:
+            node.name = node.name + RESERVED_NAME_SUFFIX
+
         graph_node = graph_node_type(name=node.name,
                                      framework_attr=framework_attr,
                                      input_shape=input_shape,