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Portrait: A holistic computation and bandwidth balanced performance evaluation model for heterogeneous systems 期刊论文
SUSTAINABLE COMPUTING-INFORMATICS & SYSTEMS, 2022, 卷号: 35, 页码: 8
作者:  Wu, Jingya;  Lu, Wenyan;  Yan, Guihai;  Li, Xiaowei
收藏  |  浏览/下载：40/0  |  提交时间：2022/12/07
Accelerators  Heterogeneous systems  Bandwidth contention  Hardware hazard  PCIe  
Optimizing deep neural networks on intelligent edge accelerators via flexible-rate filter pruning 期刊论文
JOURNAL OF SYSTEMS ARCHITECTURE, 2022, 卷号: 124, 页码: 11
作者:  Li, Guangli;  Ma, Xiu;  Wang, Xueying;  Yue, Hengshan;  Li, Jiansong;  Liu, Lei;  Feng, Xiaobing;  Xue, Jingling
收藏  |  浏览/下载：34/0  |  提交时间：2022/12/07
Edge intelligence  Deep learning  Neural network compression  
Microbiome Resilience and Health Implications for People in Half-Year Travel 期刊论文
FRONTIERS IN IMMUNOLOGY, 2022, 卷号: 13, 页码: 15
作者:  Cheng, Mingyue;  Liu, Hong;  Han, Maozhen;  Li, Shuai Cheng;  Bu, Dongbo;  Sun, Shiwei;  Hu, Zhiqiang;  Yang, Pengshuo;  Wang, Rui;  Liu, Yawen;  Chen, Feng;  Peng, Jianjun;  Peng, Hong;  Song, Hongxing;  Xia, Yang;  Chu, Liqun;  Zhou, Quan;  Guan, Feng;  Wu, Jing;  Tan, Guangming;  Ning, Kang
收藏  |  浏览/下载：37/0  |  提交时间：2022/12/07
travel  enterotype  microbiome  bi-directional plasticity  resilience  dietary shift  immunity  health  
A Pattern-Based SpGEMM Library for Multi-Core and Many-Core Architectures 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2022, 卷号: 33, 期号: 1, 页码: 159-175
作者:  Xie, Zhen;  Tan, Guangming;  Liu, Weifeng;  Sun, Ninghui
收藏  |  浏览/下载：51/0  |  提交时间：2021/12/01
Libraries  Sparse matrices  Prediction algorithms  Neural networks  Predictive models  Memory management  Tuners  SpGEMM  spare BLAS  sparse format  auto-tuning  neural network  
ShuntFlowPlus: An Efficient and Scalable Dataflow Accelerator Architecture for Stream Applications 期刊论文
ACM JOURNAL ON EMERGING TECHNOLOGIES IN COMPUTING SYSTEMS, 2021, 卷号: 17, 期号: 4, 页码: 24
作者:  Gong, Shijun;  Li, Jiajun;  Lu, Wenyan;  Yan, Guihai;  Li, Xiaowei
收藏  |  浏览/下载：30/0  |  提交时间：2022/12/07
Streaming processing  sliding-window aggregations  dataflow  buffer sharing  
Why Dataset Properties Bound the Scalability of Parallel Machine Learning Training Algorithms 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2021, 卷号: 32, 期号: 7, 页码: 1702-1712
作者:  Cheng, Daning;  Li, Shigang;  Zhang, Hanping;  Xia, Fen;  Zhang, Yunquan
收藏  |  浏览/下载：42/0  |  提交时间：2021/12/01
Training  Scalability  Machine learning  Machine learning algorithms  Stochastic processes  Task analysis  Upper bound  Parallel training algorithms  training dataset  scalability  stochastic optimization methods  
Compiler-assisted Operator Template Library for DNN Accelerators 期刊论文
INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING, 2021, 页码: 18
作者:  Li, Jiansong;  Cao, Wei;  Dong, Xiao;  Li, Guangli;  Wang, Xueying;  Zhao, Peng;  Liu, Lei;  Feng, Xiaobing
收藏  |  浏览/下载：43/0  |  提交时间：2021/12/01
DNN Accelerators  Template Library  Address Space Management  
WP-SGD: Weighted parallel SGD for distributed unbalanced-workload training system 期刊论文
JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 2020, 卷号: 145, 页码: 202-216
作者:  Cheng Daning;  Li Shigang;  Zhang Yunquan
收藏  |  浏览/下载：57/0  |  提交时间：2020/12/10
SGD  Unbalanced workload  SimuParallel SGD  Distributed system  
Fusion-Catalyzed Pruning for Optimizing Deep Learning on Intelligent Edge Devices 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2020, 卷号: 39, 期号: 11, 页码: 3614-3626
作者:  Li, Guangli;  Ma, Xiu;  Wang, Xueying;  Liu, Lei;  Xue, Jingling;  Feng, Xiaobing
收藏  |  浏览/下载：56/0  |  提交时间：2021/12/01
Deep learning system  edge intelligence  model compression and acceleration  neural networks  
BZIP: A compact data memory system for UTXO-based blockchains 期刊论文
JOURNAL OF SYSTEMS ARCHITECTURE, 2020, 卷号: 109, 页码: 8
作者:  Jiang, Shuhao;  Li, Jiajun;  Gong, Shijun;  Yan, Junchao;  Yan, Guihai;  Sun, Yi;  Li, Xiaowei
收藏  |  浏览/下载：55/0  |  提交时间：2020/12/10
UTXO  Blockchain  Data Compression  IoT