21 citations · 46 across the 8 of their papers we have counts for
Showing 2018Show all
3 papers · 1 filter
cs.LG2018★ 1 cited
Efficient Recurrent Neural Networks using Structured Matrices in FPGAs
Zhe Li, Shuo Wang, Caiwen Ding +3
Recurrent Neural Networks (RNNs) are becoming increasingly important for time series-related applications which require efficient and real-time implementations. The recent pruning…
cs.LG2018★ 21 cited
C-LSTM: Enabling Efficient LSTM using Structured Compression Techniques on FPGAs
Shuo Wang, Zhe Li, Caiwen Ding +4
Recently, significant accuracy improvement has been achieved for acoustic recognition systems by increasing the model size of Long Short-Term Memory (LSTM) networks. Unfortunately,…
cs.DC2018★ 3 cited
CuLDA_CGS: Solving Large-scale LDA Problems on GPUs
Xiaolong Xie, Yun Liang, Xiuhong Li +1
Latent Dirichlet Allocation(LDA) is a popular topic model. Given the fact that the input corpus of LDA algorithms consists of millions to billions of tokens, the LDA training proce…