Mode collapse is real for generative models

I am very curious to see whether generative models like GAN and VAE can fit data of multi-modes. [1] has some overview over different generative models, mentioning that VAE has a clear probabilistic objective function and is more efficient. [2] showed that diffusion models (score-based generative models) can better fit multimode distribution than VAE and …