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An Automatic Neural Network Architecture-and-Quantization Joint Optimization Framework for Efficient Model Inference 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2024, 卷号: 43, 期号: 5, 页码: 1497-1510
作者:  Liu, Lian;  Wang, Ying;  Zhao, Xiandong;  Chen, Weiwei;  Li, Huawei;  Li, Xiaowei;  Han, Yinhe
收藏  |  浏览/下载：7/0  |  提交时间：2024/12/06
Optimization  Quantization (signal)  Computer architecture  Training  Computational modeling  Integrated circuit modeling  Convergence  Automatic joint optimization  efficient model inference  network quantization  neural architecture search (NAS)  
Towards connection-scalable RNIC architecture 期刊论文
JOURNAL OF SUPERCOMPUTING, 2024, 页码: 25
作者:  Kang, Ning;  Wang, Zhan;  Yang, Fan;  Ma, Xiaoxiao;  Ma, Zhenlong;  Yuan, Guojun;  Tan, Guangming
收藏  |  浏览/下载：11/0  |  提交时间：2024/05/20
Architecture design  Network Interface Card (NIC)  Remote Direct Memory Access (RDMA)  Scalability problem  
Architecture, Characteristics, and Resource Management of Integration of Sensing, Communications, and Computing in 6G 期刊论文
IEEE NETWORK, 2024, 卷号: 38, 期号: 2, 页码: 54-61
作者:  Qi, Yanli;  Zhou, Yiqing;  Cai, Qing;  Zhang, Haoyue;  Xu, Yaxing;  Shi, Jinglin;  Li, Shaoyang
收藏  |  浏览/下载：2/0  |  提交时间：2024/12/06
Sensors  Computational modeling  6G mobile communication  Resource management  Network architecture  Digital twins  Data models  
Improving Utilization of Dataflow Unit for Multi-Batch Processing 期刊论文
ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2024, 卷号: 21, 期号: 1, 页码: 26
作者:  Fan, Zhihua;  Li, Wenming;  Wang, Zhen;  Yang, Yu;  Ye, Xiaochun;  Fan, Dongrui;  Sun, Ninghui;  An, Xuejun
收藏  |  浏览/下载：12/0  |  提交时间：2024/05/20
Utilization  network-on-chip  decoupled architecture  batch processing  
DeepCS: Training a deep learning model for cervical spondylosis recognition on small-labeled sensor data 期刊论文
NEUROCOMPUTING, 2022, 卷号: 472, 页码: 24-34
作者:  Wang, Nana;  Luo, Chunjie;  Huang, Xi;  Huang, Yunyou;  Zhan, Jianfeng
收藏  |  浏览/下载：25/0  |  提交时间：2022/12/07
Cervical spondylosis recognition  High-dimensional time series sensor data  Convolutional neural network  Network architecture search  Feature extraction  
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：47/0  |  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  
Criso: An Incremental Scalable and Cost-Effective Network Architecture for Data Centers 期刊论文
IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, 2021, 卷号: 18, 期号: 2, 页码: 2016-2029
作者:  Feng, Hao;  Deng, Yuhui;  Qin, Xiao;  Min, Geyong
收藏  |  浏览/下载：43/0  |  提交时间：2021/12/01
Servers  Data centers  Topology  Fault tolerance  Fault tolerant systems  Routing  Computer architecture  Data center  incremental scalability  cost efficiency  interconnection network  
Delay Aware Flow Scheduling for Time Sensitive Fronthaul Networks in Centralized Radio Access Network 期刊论文
IEEE TRANSACTIONS ON COMMUNICATIONS, 2020, 卷号: 68, 期号: 5, 页码: 2992-3009
作者:  Liu, Yue;  Zhou, Yiqing;  Yuan, Jinhong;  Liu, Ling
收藏  |  浏览/下载：46/0  |  提交时间：2020/12/10
Delays  Bandwidth  Scheduling  Logic gates  Complexity theory  Computer architecture  Radio access networks  Time sensitive fronthaul network  C-RAN  fronthaul delay  optimal flow scheduling  packet-based fronthaul network  NGFI  CU-DU functional split  
Accelerating DNN-based 3D point cloud processing for mobile computing 期刊论文
SCIENCE CHINA-INFORMATION SCIENCES, 2019, 卷号: 62, 期号: 11, 页码: 11
作者:  Liu, Bosheng;  Chen, Xiaoming;  Han, Yinhe;  Li, Jiajun;  Xu, Haobo;  Li, Xiaowei
收藏  |  浏览/下载：234/0  |  提交时间：2019/12/10
deep neural network acceleration  point cloud data  neighbor point search  mobile robotics  hardware architecture  
Joint Design of Training and Hardware Towards Efficient and Accuracy-Scalable Neural Network Inference 期刊论文
IEEE JOURNAL ON EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS, 2018, 卷号: 8, 期号: 4, 页码: 810-821
作者:  He, Xin;  Lu, Wenyan;  Yan, Guihai;  Zhang, Xuan
收藏  |  浏览/下载：237/0  |  提交时间：2019/04/03
Approximate computing  neural network accelerator  hardware-oriented training  sensitivity analysis  energy efficient architecture  near threshold voltage  approximate multiplier