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Hi Shekkizh,
First of all, I'd like to thank you for the implementation. But you seem to have dropped off your implementation at an incomplete state. In fact, you've only been training the reconstruction loss, while the original paper also states the use of an adverserial loss. You should mention in the files comments or in the readme file that you didn't do the entire implementation.
YiZiChen
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