38 citations · 134 across the 12 of their papers we have counts for
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cs.NE2016
Higher Order Recurrent Neural Networks
Rohollah Soltani, Hui Jiang
In this paper, we study novel neural network structures to better model long term dependency in sequential data. We propose to use more memory units to keep track of more preceding…
cs.NE2015★ 13 cited
A Fixed-Size Encoding Method for Variable-Length Sequences with its Application to Neural Network Language Models
Shiliang Zhang, Hui Jiang, Mingbin Xu +2
In this paper, we propose the new fixed-size ordinally-forgetting encoding (FOFE) method, which can almost uniquely encode any variable-length sequence of words into a fixed-size r…