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C-LSTM: Enabling Efficient LSTM using Structured Compression Techniques on FPGAs.

FPGA, (2018): 11-20

Cited by: 137|Views300
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Abstract

Recently, significant accuracy improvement has been achieved for acoustic recognition systems by increasing the model size of Long Short-Term Memory (LSTM) networks. Unfortunately, the ever-increasing size of LSTM model leads to inefficient designs on FPGAs due to the limited on-chip resources. The previous work proposes to use a pruning ...More

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