31 citations · 189 across the 25 of their papers we have counts for
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q-bio.NC2013★ 1 cited
The equivalence of information-theoretic and likelihood-based methods for neural dimensionality reduction
Ross S. Williamson, Maneesh Sahani, Jonathan W. Pillow
Stimulus dimensionality-reduction methods in neuroscience seek to identify a low-dimensional space of stimulus features that affect a neuron's probability of spiking. One popular m…
stat.ML2013★ 31 cited
Regularization and nonlinearities for neural language models: when are they needed?
Marius Pachitariu, Maneesh Sahani
Neural language models (LMs) based on recurrent neural networks (RNN) are some of the most successful word and character-level LMs. Why do they work so well, in particular better t…