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

FPGA, pp. 11-20, 2018.

Cited by: 79|Views104
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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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