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Conditional DCGAN collapses

I forked DCGAN and modified it to generate conditional celebA faces. Currently this is my implementation, but my network collapses every time.

Here are my results after 20 epochs. Note that only the first image (0,0) is sampled with a hardcoded input vector.

What modification in my model is wrong?

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