GAN models are known for potentially unstable training and less diversity in generation due to their adversarial training nature.
VAE relies on a surrogate loss.
- 如何简单易懂地理解变分推断(variational inference)？
- Inference Suboptimality in Variational Autoencoders
- The Reparameterization Trick
- Paper List
Flow models have to use specialized architectures to construct reversible transform.