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Multi-Node Acceleration for Large-Scale GCNs 期刊论文
IEEE TRANSACTIONS ON COMPUTERS, 2022, 卷号: 71, 期号: 12, 页码: 3140-3152
作者:  Sun, Gongjian;  Yan, Mingyu;  Wang, Duo;  Li, Han;  Li, Wenming;  Ye, Xiaochun;  Fan, Dongrui;  Xie, Yuan
收藏  |  浏览/下载:26/0  |  提交时间:2023/07/12
Deep learning  graph neural network  hardware accelerator  multi-node system  communication optimization  
CAP: Communication-Aware Automated Parallelization for Deep Learning Inference on CMP Architectures 期刊论文
IEEE TRANSACTIONS ON COMPUTERS, 2022, 卷号: 71, 期号: 7, 页码: 1626-1639
作者:  Zou, Kaiwei;  Wang, Ying;  Cheng, Long;  Qu, Songyun;  Li, Huawei;  Li, Xiaowei
收藏  |  浏览/下载:29/0  |  提交时间:2022/12/07
Kernel  Computer architecture  Multicore processing  Deep learning  System-on-chip  Parallel processing  Real-time systems  Neural networks  parallel processing  real-time and embedded systems  single-chip multiprocessors  reinforcement learning  structured sparsity  
On Performance Optimization and Quality Control for Approximate-Communication-Enabled Networks-on-Chip 期刊论文
IEEE TRANSACTIONS ON COMPUTERS, 2021, 卷号: 70, 期号: 11, 页码: 1817-1830
作者:  Xiao, Siyuan;  Wang, Xiaohang;  Palesi, Maurizio;  Singh, Amit Kumar;  Wang, Liang;  Mak, Terrence
收藏  |  浏览/下载:35/0  |  提交时间:2021/12/01
Optimization  Quality control  Approximate computing  System performance  Power demand  Measurement  Runtime  Approximate computing  many-core system  networks-on-chip  
EnGN: A High-Throughput and Energy-Efficient Accelerator for Large Graph Neural Networks 期刊论文
IEEE TRANSACTIONS ON COMPUTERS, 2021, 卷号: 70, 期号: 9, 页码: 1511-1525
作者:  Liang, Shengwen;  Wang, Ying;  Liu, Cheng;  He, Lei;  Li, Huawei;  Xu, Dawen;  Li, Xiaowei
收藏  |  浏览/下载:38/0  |  提交时间:2021/12/01
Neural networks  Hardware  System-on-chip  Task analysis  Feature extraction  Memory management  Graph neural network  accelerator architecture  hardware acceleration  
DaDianNao: A Neural Network Supercomputer 期刊论文
IEEE TRANSACTIONS ON COMPUTERS, 2017, 卷号: 66, 期号: 1, 页码: 73-88
作者:  Luo, Tao;  Liu, Shaoli;  Li, Ling;  Wang, Yuqing;  Zhang, Shijin;  Chen, Tianshi;  Xu, Zhiwei;  Temam, Olivier;  Chen, Yunji
收藏  |  浏览/下载:65/0  |  提交时间:2019/12/12
Machine learning  neuron network  supercomputer  multi-chip  interconnect  CNN  DNN