def METHOD_NAME(self):
    return {
        "channels": self.channels,
        "alpha": self.alpha,
        "propagations": self.propagations,
        "mlp_hidden": self.mlp_hidden,
        "mlp_activation": activations.serialize(self.mlp_activation),
        "dropout_rate": self.dropout_rate,
    }