The genes : all neurons weight and threshold 

[Visual Basic]
Protected genes As Single()
[C#]
protected float[] genes;

See Also

GeneticLearningAlgorithm.GeneticNeuralNetwork Class | GeneticLearningAlgorithm.GeneticNeuralNetwork Members | NeuralNetwork Namespace