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HiKonv: Maximizing the Throughput of Quantized Convolution With Novel Bit-wise Management and Computation


Jul 22, 2022
Yao Chen, Junhao Pan, Xinheng Liu, Jinjun Xiong, Deming Chen

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* The conference version is pubilished in Proceedings of ASP-DAC 2022. arXiv admin note: substantial text overlap with arXiv:2112.13972 

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HiKonv: High Throughput Quantized Convolution With Novel Bit-wise Management and Computation


Dec 28, 2021
Xinheng Liu, Yao Chen, Prakhar Ganesh, Junhao Pan, Jinjun Xiong, Deming Chen

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* 7 pages, 6 figures. Accepted by ASP-DAC 2022 

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FracBNN: Accurate and FPGA-Efficient Binary Neural Networks with Fractional Activations


Dec 22, 2020
Yichi Zhang, Junhao Pan, Xinheng Liu, Hongzheng Chen, Deming Chen, Zhiru Zhang

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* Published at the 29th ACM/SIGDA International Symposium on Field-Programmable Gate Arrays (FPGA 2021) 

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