However, the HRED system suffers from lack of diversity and does not support any guarantees on the generator output since the output conditional probability is not calibrated. <cite>Olabiyi et al. [7]</cite> tackle this problem by training a modified HRED generator alongside an adversarial discriminator in order to provide a stronger guarantee to the generator's output.