<p>In <a href="https://github.com/mlpack/mlpack/pull/753#discussion_r73954648">src/mlpack/methods/ne/genome.hpp</a>:</p>
<pre style='color:#555'>&gt; +  }
&gt; +
&gt; +  // Add link.
&gt; +  void AddLink(LinkGene&amp; linkGene) {
&gt; +    aLinkGenes.push_back(linkGene);
&gt; +  }
&gt; +
&gt; +  // Add neuron.
&gt; +  void AddHiddenNeuron(NeuronGene&amp; neuronGene) {
&gt; +    if (neuronGene.Type() == HIDDEN) {
&gt; +      aNeuronGenes.push_back(neuronGene);
&gt; +    }
&gt; +  }
&gt; +
&gt; +  // Show genome structure.
&gt; +  void Show() {
</pre>
<p>Every class you like to serialize should implement the Serialize, in case of the Genome I guess the important parameter you like to serialize is the list of genes and links and some other parameter like fitness:</p>

<pre><code>template&lt;typename Archive&gt;
void Serialize(Archive&amp; ar, const unsigned int /* version */)
{
  ar &amp; data::CreateNVP(neuronGenes, "neuronGenes");
  ar &amp; data::CreateNVP(linkGenes, "linkGenes");
  ar &amp; data::CreateNVP(fitness, "fitness");
}
</code></pre>

<p>You can save a model (Genome) using:</p>

<pre><code>Genome genome;
data::Save("output_model_file.xml", "genome_model", genome);
</code></pre>

<p>Loading is also simple:</p>

<pre><code>Genome genome;
data::Load("input_model_file.xml"), "genome_model", genome);
</code></pre>

<p>Also you might find: <a href="https://github.com/mlpack/mlpack/wiki/DesignGuidelines#requirements-of-each-class">https://github.com/mlpack/mlpack/wiki/DesignGuidelines#requirements-of-each-class</a> helpful</p>

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