论文参考:

Generative Adversarial Nets

Conditional Generative Adversarial Nets

UNSUPERVISED REPRESENTATION LEARNING WITH DEEP CONVOLUTIONAL GENERATIVE ADVERSARIAL NETWORKS

Auto-Encoding Variational Bayes

基础生成模型:

https://github.com/wiseodd/generative-models

基础

基本概念

mode collapse(模式坍塌)

AE

GAN 与 VAE

Latent Space

ALI

损失函数

JS 散度

GAN中使用的Loss

其他距离度量方式 $D$

Fenchel Conjugate(凸共轭)