Stability Analysis Framework for Particle-based Distance GANs with Wasserstein Gradient Flow

no code implementations • 4 Jul 2023 • Chuqi Chen, Yue Wu, Yang Xiang

In this paper, we analyze the stability of the training process of these GANs from the perspective of probability density dynamics.

Elastic Interaction Energy-Based Generative Model: Approximation in Feature Space

no code implementations • 19 Mar 2023 • Chuqi Chen, Yue Wu, Yang Xiang

We adopt the GAN framework and replace the discriminator with a feature transformation network to map the data into a latent space.