150 citations · 322 across the 8 of their papers we have counts for
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cs.LG2018★ 26 cited
Relational recurrent neural networks
Adam Santoro, Ryan Faulkner, David Raposo +7
Memory-based neural networks model temporal data by leveraging an ability to remember information for long periods. It is unclear, however, whether they also have an ability to per…
cs.LG2018★ 3 cited
Dyna Planning using a Feature Based Generative Model
Ryan Faulkner, Doina Precup
Dyna-style reinforcement learning is a powerful approach for problems where not much real data is available. The main idea is to supplement real trajectories, or sequences of sampl…