Efficient and Effective Sparse LSTM on FPGA with Bank-Balanced Sparsity-Reference-Cited by-同舟云学术

Efficient and Effective Sparse LSTM on FPGA with Bank-Balanced Sparsity

Published:2019-02-20 Issue: Volume: Page:
ISSN:
Container-title:Proceedings of the 2019 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays
language:
Short-container-title:

Author:

Cao Shijie¹,Zhang Chen²,Yao Zhuliang³,Xiao Wencong⁴,Nie Lanshun¹,Zhan Dechen¹,Liu Yunxin²,Wu Ming²,Zhang Lintao²

Affiliation:

1. Harbin Institute of Technology, Harbin, China

2. Microsoft Research, Beijing, China

3. Tsinghua University, Beijing, China

4. Beihang University, Beijing, China

Funder

National Nature Science Foundation of China

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3289602.3293898

Reference30 articles.

1. 2018. Sparse Matrix Formats. https://docs.scipy.org/doc/scipy/reference/sparse. html/. (2018). 2018. Sparse Matrix Formats. https://docs.scipy.org/doc/scipy/reference/sparse. html/. (2018).

2. A Configurable Cloud-Scale DNN Processor for Real-Time AI

3. DeltaRNN

Cited by 129 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. Dual Siamese transformer-encoder-based network for remaining useful life prediction;The Journal of Supercomputing;2024-08-10

2. Pruning Long Short-Term Memory: A Model for Predicting the Stress–Strain Relationship of Normal and Lightweight Aggregate Concrete at Finite Temperature;Fire Technology;2024-07-12

3. Exploring energy efficiency of LSTM accelerators: A parameterized architecture design for embedded FPGAs;Journal of Systems Architecture;2024-07

4. Implementation of Lightweight Spacecraft Fault Diagnosis Network Based on FPGA Accelerator;2024 4th International Conference on Computer Communication and Artificial Intelligence (CCAI);2024-05-24

5. A Spiking LSTM Accelerator for Automatic Speech Recognition Application Based on FPGA;Electronics;2024-02-21