223 citations · 556 across the 23 of their papers we have counts for
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cs.LG2021★ 11 cited
Consistency Regularization for Variational Auto-Encoders
Samarth Sinha, Adji B. Dieng
Variational auto-encoders (VAEs) are a powerful approach to unsupervised learning. They enable scalable approximate posterior inference in latent-variable models using variational…
stat.ML2021★ 2 cited
Deep Probabilistic Graphical Modeling
Adji B. Dieng
Probabilistic graphical modeling (PGM) provides a framework for formulating an interpretable generative process of data and expressing uncertainty about unknowns, but it lacks flex…