280 citations · 1.1k across the 43 of their papers we have counts for
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stat.ML2016★ 125 cited
Deep Gaussian Processes for Regression using Approximate Expectation Propagation
Thang D. Bui, Daniel Hernández-Lobato, Yingzhen Li +2
Deep Gaussian processes (DGPs) are multi-layer hierarchical generalisations of Gaussian processes (GPs) and are formally equivalent to neural networks with multiple, infinitely wid…
stat.ML2016★ 64 cited
Rényi Divergence Variational Inference
Yingzhen Li, Richard E. Turner
This paper introduces the variational Rényi bound (VR) that extends traditional variational inference to Rényi's alpha-divergences. This new family of variational methods unifies a…