56 citations · 101 across the 12 of their papers we have counts for
3 papers · 1 filter
Estimating Cosmological Parameters from the Dark Matter Distribution
Siamak Ravanbakhsh, Junier Oliva, Sebastien Fromenteau +4
A grand challenge of the 21st century cosmology is to accurately estimate the cosmological parameters of our Universe. A major approach to estimating the cosmological parameters is…
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…
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…