The main differences between VAE and WAE are 1 ... In the following experiments, we compare three different types of latent regularization: Variational autoencoder (VAE), Wasserstein autoencoder (WAE) ...

Overview of the Constrained Subspace Variational Autoencoder (CS-VAE). The latent space is divided in three ... which also indicates that the constrained-subspace latents well separate the differences ...

Most existing text-to-image methods aim to generate images in a holistic manner, which ignore the difference between images ... as well as utilizes complementarity between Variational Autoencoder (VAE ...

We present a new variational autoencoder (VAE ... use the generative part of the VAE to produce counterfactual examples. This method is able to easily provide plausible counterfactual observations, ...

Here, we report a peptide generation framework, PepVAE, based around variational autoencoder (VAE) and antimicrobial activity prediction models for designing novel AMPs using only sequences and ...