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SYSTEM AND METHOD FOR COMPACT, FAST, AND ACCURATE LSTMS
SYSTEM AND METHOD FOR COMPACT, FAST, AND ACCURATE LSTMS
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机译:用于紧凑,快速,准确的LSTMS的系统和方法
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摘要
According to various embodiments, a method for generating an optimal hidden-layer long short-term memory (H-LSTM) architecture is disclosed. The H-LSTM architecture includes a memory cell and a plurality of deep neural network (DNN) control gates enhanced with hidden layers. The method includes providing an initial seed H-LSTM architecture, training the initial seed H-LSTM architecture by growing one or more connections based on gradient information and iteratively pruning one or more connections based on magnitude information, and terminating the iterative pruning when training cannot achieve a predefined accuracy threshold.
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