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jzilly/RecurrentHighwayNetworks

Implementation of Recurrent Highway Networks for language modeling across Tensorflow, Torch7, Theano, and Brainstorm frameworks.

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RecurrentHighwayNetworks
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This repository provides implementations of Recurrent Highway Networks, a neural network architecture that extends LSTM with highway layers to enable deeper recurrent state transitions. The project enables training RHN models for word-level language modeling tasks on datasets like Penn Treebank. Implementations are provided for Tensorflow, Torch7, Theano, and Brainstorm, allowing researchers to compare performance across frameworks and reproduce benchmark results.

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