2 papers
cs.LG2018
Learning to Skip Ineffectual Recurrent Computations in LSTMs
Arash Ardakani, Zhengyun Ji, Warren J. Gross
Long Short-Term Memory (LSTM) is a special class of recurrent neural network, which has shown remarkable successes in processing sequential data. The typical architecture of an LST…
cs.LG2018
Learning Recurrent Binary/Ternary Weights
Arash Ardakani, Zhengyun Ji, Sean C. Smithson +2
Recurrent neural networks (RNNs) have shown excellent performance in processing sequence data. However, they are both complex and memory intensive due to their recursive nature. Th…