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Intelligent Page Migration on Heterogeneous Memory by Using Transformer 期刊论文
INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING, 2024, 卷号: 52, 期号: 5-6, 页码: 380-399
作者:  Pei, Songwen;  Qin, Wei;  Li, Jianan;  Tan, Junhao;  Tang, Jie;  Gaudiot, Jean-Luc
收藏  |  浏览/下载:2/0  |  提交时间:2024/12/06
DPQ: dynamic pseudo-mean mixed-precision quantization for pruned neural network 期刊论文
MACHINE LEARNING, 2024, 页码: 14
作者:  Pei, Songwen;  Wang, Jiyao;  Zhang, Bingxue;  Qin, Wei;  Xue, Hai;  Ye, Xiaochun;  Chen, Mingsong
收藏  |  浏览/下载:14/0  |  提交时间:2024/05/20
Big data  Compression  Deep learning  Pseudo-mean mixed-precision quantization  Pruned neural network  
Neural Network Pruning by Recurrent Weights for Finance Market 期刊论文
ACM TRANSACTIONS ON INTERNET TECHNOLOGY, 2022, 卷号: 22, 期号: 3, 页码: 23
作者:  Pei, Songwen;  Wu, Yusheng;  Guo, Jin;  Qiu, Meikang
收藏  |  浏览/下载:30/0  |  提交时间:2022/12/07
Channel pruning  neural networks  recurrent weights  finance market  
An efficient dataflow accelerator for scientific applications 期刊论文
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2020, 卷号: 112, 页码: 580-588
作者:  Ye, Xiaochun;  Tan, Xu;  Wu, Meng;  Feng, Yujing;  Wang, Da;  Zhang, Hao;  Pei, Songwen;  Fan, Dongrui
收藏  |  浏览/下载:226/0  |  提交时间:2020/12/10
Dataflow architecture  Scientific computing  Instruction level parallelism  
3DACN: 3D Augmented convolutional network for time series data 期刊论文
INFORMATION SCIENCES, 2020, 卷号: 513, 页码: 17-29
作者:  Pei, Songwen;  Shen, Tianma;  Wang, Xianrong;  Gu, Chunhua;  Ning, Zhong;  Ye, Xiaochun;  Xiong, Naixue
收藏  |  浏览/下载:50/0  |  提交时间:2020/12/10
Time series data  Gated recurrent units  Convolutional neural network  Expectation-maximization algorithm  Augmented algorithm