2 papers
math.ST2022
Asymptotic Statistical Analysis of -divergence GAN
Xinwei Shen, Kani Chen, Tong Zhang
Generative Adversarial Networks (GANs) have achieved great success in data generation. However, its statistical properties are not fully understood. In this paper, we consider the…
cs.LG2020
Bidirectional Generative Modeling Using Adversarial Gradient Estimation
Xinwei Shen, Tong Zhang, Kani Chen
This paper considers the general -divergence formulation of bidirectional generative modeling, which includes VAE and BiGAN as special cases. We present a new optimization metho…