Correlated Variational Auto-Encoders

Da Tang, Dawen Liang, Tony Jebara, Nicholas Ruozzi

Abstract: Variational Auto-Encoders (VAEs) are capable of learning latent representations for high dimensional data. However, due to the i.i.d. assumption, VAEs only optimize the singleton variational distri...