ELVAE: Evidential Learning-Based Variational Autoencoder for Uncertainty-Aware Generation

Ge Wang

ELVAE places an input-dependent normal--inverse-gamma (NIG) hierarchy at each VAE latent coordinate, separating location uncertainty $u_{\mathrm{epi}}=\beta /[\nu (\alpha -1)]$ from conditional…