@ptrblck I will do that right away. I was actually going over my log files and noticed that with the second approach (the single Sequential block) I am getting very high Discriminator losses (around 6 or 7) whereas with the first approach it was in the range of 0.5-0.7. Any idea why this could be happening for a semi-supervised GAN or would you need to see the code snippet for that?