517 citations · 842 across the 38 of their papers we have counts for
4 papers · 1 filter
Graph Embedding VAE: A Permutation Invariant Model of Graph Structure
Tony Duan, Juho Lee
Generative models of graph structure have applications in biology and social sciences. The state of the art is GraphRNN, which decomposes the graph generation process into a series…
Deep Amortized Clustering
Juho Lee, Yoonho Lee, Yee Whye Teh
We propose a deep amortized clustering (DAC), a neural architecture which learns to cluster datasets efficiently using a few forward passes. DAC implicitly learns what makes a clus…
A unified construction for series representations and finite approximations of completely random measures
Juho Lee, Xenia Miscouridou, François Caron
Infinite-activity completely random measures (CRMs) have become important building blocks of complex Bayesian nonparametric models. They have been successfully used in various appl…
Beyond the Chinese Restaurant and Pitman-Yor processes: Statistical Models with Double Power-law Behavior
Fadhel Ayed, Juho Lee, François Caron
Bayesian nonparametric approaches, in particular the Pitman-Yor process and the associated two-parameter Chinese Restaurant process, have been successfully used in applications whe…