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cs.LG2021
Evidential Softmax for Sparse Multimodal Distributions in Deep Generative Models
Phil Chen, Masha Itkina, Ransalu Senanayake +1
Many applications of generative models rely on the marginalization of their high-dimensional output probability distributions. Normalization functions that yield sparse probability…
cs.LG2020★ 3 cited
Evidential Sparsification of Multimodal Latent Spaces in Conditional Variational Autoencoders
Masha Itkina, Boris Ivanovic, Ransalu Senanayake +2
Discrete latent spaces in variational autoencoders have been shown to effectively capture the data distribution for many real-world problems such as natural language understanding,…