GANs - Recurrent Discriminator


I am trying to implement a GAN model with a discriminator network containing a GRU layer before the output. However, I am experiencing a clear problem of unstable training. Has anybody tried recurrent architectures for discriminator so that he could give some advice about how to ensure stable training behavior as in fully CNN case?

Thanks in advance