143 citations · 429 across the 41 of their papers we have counts for
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cs.LG2015★ 4 cited
Fixed-Point Performance Analysis of Recurrent Neural Networks
Sungho Shin, Kyuyeon Hwang, Wonyong Sung
Recurrent neural networks have shown excellent performance in many applications, however they require increased complexity in hardware or software based implementations. The hardwa…
cs.LG2015★ 143 cited
Resiliency of Deep Neural Networks under Quantization
Wonyong Sung, Sungho Shin, Kyuyeon Hwang
The complexity of deep neural network algorithms for hardware implementation can be much lowered by optimizing the word-length of weights and signals. Direct quantization of floati…