1.4k citations
- University of Illinois Urbana-ChampaignUS28 papers
- Nanyang Technological UniversitySG16 papers
- National University of SingaporeSG12 papers
- Digital Science (United States)US8 papers
- Singapore University of Technology and DesignSG8 papers
- Agency for Science, Technology and ResearchSG5 papers
- Centre National de la Recherche ScientifiqueFR4 papers
- Hamad bin Khalifa UniversityQA4 papers
- Institute for Infocomm ResearchSG4 papers
- Chinese Academy of SciencesCN3 papers
- ShanghaiTech UniversityCN3 papers
- Sun Yat-sen UniversityCN3 papers
Showing 2021Show all
3 papers · 1 filter
cs.AR2021★ 3 cited
WinoCNN: Kernel Sharing Winograd Systolic Array for Efficient Convolutional Neural Network Acceleration on FPGAs
Xinheng Liu, Yao Chen, Cong Hao +2
The combination of Winograd's algorithm and systolic array architecture has demonstrated the capability of improving DSP efficiency in accelerating convolutional neural networks (C…
cs.DC2021★ 3 cited
ThundeRiNG: Generating Multiple Independent Random Number Sequences on FPGAs
Hongshi Tan, Xinyu Chen, Yao Chen +2
In this paper, we propose ThundeRiNG, a resource-efficient and high-throughput system for generating multiple independent sequences of random numbers (MISRN) on FPGAs. Generating M…
cs.LG2021★ 51 cited
Adam revisited: a weighted past gradients perspective
Hui Zhong, Zaiyi Chen, Chuan Qin +4
Adaptive learning rate methods have been successfully applied in many fields, especially in training deep neural networks. Recent results have shown that adaptive methods with expo…