427 citations · 804 across the 14 of their papers we have counts for
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stat.ML2019★ 16 cited
Combining Generative and Discriminative Models for Hybrid Inference
Victor Garcia Satorras, Zeynep Akata, Max Welling
A graphical model is a structured representation of the data generating process. The traditional method to reason over random variables is to perform inference in this graphical mo…
stat.ML2017★ 427 cited
Few-Shot Learning with Graph Neural Networks
Victor Garcia, Joan Bruna
We propose to study the problem of few-shot learning with the prism of inference on a partially observed graphical model, constructed from a collection of input images whose label…