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Code for paper "Which Training Methods for GANs do actually Converge? (ICML 2018)"

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@LMescheder Hi, most GAN papers use Adam optimizer. What's the main reason here using RMSProp? Is it better than Adam here?

Hello, First, thank you very much for your paper, it was very interesting and it helped me a lot! In your paper, in figure 8 and figure 9 in the...

Hi, I've recently read your paper and I think it is great. I have a question about Eq.1 in the article. I found that the equation could not be led...

Hi, thank you for sharing the code. It seems like that you used a large model for ImageNet, and a ralatively small one for the other dataset, e.g. celeba, chruch....

Hi, I'm using gradient penalty with LSGAN loss but it did not work ,so I replace LSGAN with Standard GAN loss it work fine !! except WGAN loss which type...

Gradient penalty claculation should change when D has an auxiliary classifier or the gradient penalty should only be calculated over the real/fake output? Is there any intuition behind of whatever...

I'm curious if you've tried the Spectral Normalization technic for your approach? At least at resolution 128^2 it didn't work for me

In the paper and code (eg [here](https://github.com/LMescheder/GAN_stability/blob/master/gan_training/models/resnet.py#L133)), the output of the resnet blocks is multiplied by 0.1. I'm curious of the purpose of this. Does it have to do with...

Hello, I just added BN in resblock and run 'python train.py configs/celebA-HQ', then it cannot converge at all.(see the picture below) ![00006000](https://user-images.githubusercontent.com/25171708/55085125-157eb580-50e1-11e9-9ad6-7cddf6aed790.png) I noticed the moving average in your training,...

Hi, Thank you for sharing your code on github. I have a question regarding the configs. In the config for ImageNet and CelebA, there are two lines that seem to...