A neural network accelerated optimization method for FPGA

Author:

Hu Zhengwei,Zhu Sijie,Wang Leilei,Cao Wangbin,Xie Zhiyuan

Funder

National Natural Science Foundation of China

Publisher

Springer Science and Business Media LLC

Reference20 articles.

1. Abadi M, Barham P, Chen J, et al (2016) TensorFlow: a system for large-scale machine learning. IEICE Trans Fundam Electron, Commun Comput Sci. abs/1605.08695

2. Ankit A, Hajj IE, Rahul S et al (2020) PANTHER: a programmable architecture for neural network training harnessing energy-efficient ReRAM. IEEE Trans Comput 69(8):1128–1142

3. Chen HT, Wang YH, Xu CJ, et al (2020) Addernet: do we really need multiplications in deep learning? In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition, pp 1468–1477

4. Dettmers T (2015) 8-bit approximations for parallelism in deep learning. IEICE Trans Fundam Electron, Commun Comput Sci. abs/1511.0456

5. Dettmers T, Zettlemoyer L (2019) Sparse networks from scratch: faster training without losing performance. IEICE Trans Fundam Electron, Commun Comput Sci. abs/1907.04840

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