Add convolution layers

Hi all,

I have 2 layers of my GAN network, and It works well.
but I add 1 layer to this network, Acc is not stable. sometimes got 10% and sometimes got 80%(what I wanted).

When I try to add some more conv layers, what should I change for convergence. (learning rate, or some other things)