239 citations · 250 across the 2 of their papers we have counts for
3 papers
cs.LG2019
Unsupervised Paraphrasing without Translation
Aurko Roy, David Grangier
Paraphrasing exemplifies the ability to abstract semantic content from surface forms. Recent work on automatic paraphrasing is dominated by methods leveraging Machine Translation (…
cs.LG2017★ 11 cited
Reinforcement Learning under Model Mismatch
Aurko Roy, Huan Xu, Sebastian Pokutta
We study reinforcement learning under model misspecification, where we do not have access to the true environment but only to a reasonably close approximation to it. We address thi…
cs.LG2017★ 239 cited
Learning to Remember Rare Events
Łukasz Kaiser, Ofir Nachum, Aurko Roy +1
Despite recent advances, memory-augmented deep neural networks are still limited when it comes to life-long and one-shot learning, especially in remembering rare events. We present…