To develop the mechanism of pseudo-labeling, we use generative adversarial network (GAN) [Goodfellow et al., 2014], for searching pseudo-labels for unpaired data.
in order to find the appropriate pseudo-labels for unpaired samples, we utilize an adversarial training method for training a discriminator model.