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And what about the result of AUPRC on MNIST?
It seems the background layer has enough capacity to model complex image in your paper's figures, but I didnt find any regularization term about this for G in your code....
"All the activation functions of network f are piecewise linear" It appears that this restriction could significantly limit the method's ability to utilize advanced network architectures.