We push the SOTA Inception Score from 52 -> 166+ and give GANs the ability to trade sample variety and fidelity.
arxiv.org/abs/1809.11096
![](https://pbs.twimg.com/media/DoYcqTAX0AAnlLx.jpg)
![](https://pbs.twimg.com/media/DoYdg5_WkAYaTMe.jpg)
![](https://pbs.twimg.com/media/DoYdtEsW0AEMYsM.jpg)
-Having gradients which capture a sufficient number of the modes you care about is critical--this may mean you need to accumulate over minibatches if you're doing multimodal stuff with low RAM
-There's lots to be gained by manipulating the latent space
![](https://pbs.twimg.com/media/DoYwkNlWkAYSF4v.jpg)
![](https://pbs.twimg.com/media/DoYw5U0WsAEGFPp.jpg)