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cs.LG2020★ 1 cited
Hyperbolic Graph Embedding with Enhanced Semi-Implicit Variational Inference
Ali Lotfi Rezaabad, Rahi Kalantari, Sriram Vishwanath +2
Efficient modeling of relational data arising in physical, social, and information sciences is challenging due to complicated dependencies within the data. In this work, we build o…
cs.LG2020★ 1 cited
Learning Representations by Maximizing Mutual Information in Variational Autoencoders
Ali Lotfi Rezaabad, Sriram Vishwanath
Variational autoencoders (VAEs) have ushered in a new era of unsupervised learning methods for complex distributions. Although these techniques are elegant in their approach, they…