查看2019凯风研读营的源代码

==== 李烁辉 ====

*From EBM to flow model

This talk introduces a bottom-up view of flow model. Starts with EBM and RBM model, I will talk about how RBM is actually a "Self-GAN" EBM model. Then VAE is introduced and joined with GAN to form a so-called divergence triangle model. Then we will see this divergence triangle model is a rough approximation of flow model. At this point, we can see that flow models can be viewed a  GAN, VAE and EBM model. And from here I will introduce a flow model that is also a renormalization group method. Then we will see that neuralODE is a continue version of flow model.

* 参考资料

- https://arxiv.org/abs/1812.10907;

- https://arxiv.org/abs/1802.02840;

- https://arxiv.org/abs/1806.07366；

- https://arxiv.org/abs/1809.10188.