diff --git a/src/Neuron/NeuronSerialization.h b/src/Neuron/NeuronSerialization.h
index c1fd0330e9c857a8efd88ac35eef9d36f618edb1..f2aca6f710e38feafe8b0f7cd9dde7a82eec2b92 100644
--- a/src/Neuron/NeuronSerialization.h
+++ b/src/Neuron/NeuronSerialization.h
@@ -13,14 +13,28 @@
 #include "Neuron.h"
 
 BOOST_SERIALIZATION_ASSUME_ABSTRACT(lib4neuro::Neuron);
-
 BOOST_CLASS_EXPORT_KEY(lib4neuro::Neuron);
 
-struct lib4neuro::Neuron::access {
-    template<class Archive>
-    static void serialize(Archive &ar, lib4neuro::Neuron &n, const unsigned int version) {}
-};
+BOOST_SERIALIZATION_ASSUME_ABSTRACT(lib4neuro::NeuronDifferentiable);
+BOOST_CLASS_EXPORT_KEY(lib4neuro::NeuronDifferentiable);
+
+namespace lib4neuro {
+    struct Neuron::access {
+        template<class Archive>
+        static void serialize(Archive& ar,
+                              Neuron& n,
+                              const unsigned int version) {}
+    };
 
+    struct NeuronDifferentiable::access {
+        template<class Archive>
+        static void serialize(Archive& ar,
+                              NeuronDifferentiable& n,
+                              const unsigned int version) {
+            ar & boost::serialization::base_object<Neuron>(n);
+        }
+    };
+}
 
 namespace boost {
     namespace serialization {
@@ -38,6 +52,19 @@ namespace boost {
             lib4neuro::Neuron::access::serialize(ar, n, version);
         }
 
+        /**
+         * Serialization function
+         * @tparam Archive Boost library template
+         * @param ar Boost parameter - filled automatically during serialization!
+         * @param n NeuronDifferentiable instance
+         * @param version Boost parameter - filled automatically during serialization!
+         */
+        template<class Archive>
+        void serialize(Archive & ar, lib4neuro::NeuronDifferentiable& n, const unsigned int version)
+        {
+            lib4neuro::NeuronDifferentiable::access::serialize(ar, n, version);
+        }
+
     } // namespace serialization
 } // namespace boost