682 citations · 1.3k across the 12 of their papers we have counts for
Showing 2016Show all
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stat.ML2016★ 10 cited
Fast Adaptation in Generative Models with Generative Matching Networks
Sergey Bartunov, Dmitry P. Vetrov
Despite recent advances, the remaining bottlenecks in deep generative models are necessity of extensive training and difficulties with generalization from small number of training…
cs.LG2016★ 293 cited
One-shot Learning with Memory-Augmented Neural Networks
Adam Santoro, Sergey Bartunov, Matthew Botvinick +2
Despite recent breakthroughs in the applications of deep neural networks, one setting that presents a persistent challenge is that of "one-shot learning." Traditional gradient-base…