262 citations · 1.8k across the 75 of their papers we have counts for
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cs.LG2017★ 1 cited
Recurrent Estimation of Distributions
Junier B. Oliva, Kumar Avinava Dubey, Barnabas Poczos +2
This paper presents the recurrent estimation of distributions (RED) for modeling real-valued data in a semiparametric fashion. RED models make two novel uses of recurrent neural ne…
cs.LG2017★ 16 cited
The Statistical Recurrent Unit
Junier B. Oliva, Barnabas Poczos, Jeff Schneider
Sophisticated gated recurrent neural network architectures like LSTMs and GRUs have been shown to be highly effective in a myriad of applications. We develop an un-gated unit, the…