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Characterizing and Understanding HGNN Training on GPUs 期刊论文
ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2025, 卷号: 22, 期号: 1, 页码: 25
作者:  Han, Dengke;  Yan, Mingyu;  Ye, Xiaochun;  Fan, Dongrui
收藏  |  浏览/下载：3/0  |  提交时间：2025/06/25
Heterogeneous graph neural networks  graph neural networks training  characterization  quantitative analysis  optimization guidelines  
Harmonia: A Unified Architecture for Efficient Deep Symbolic Regression 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2025, 卷号: 44, 期号: 2, 页码: 737-750
作者:  Ma, Tianyun;  Wen, Yuanbo;  Song, Xinkai;  Jin, Pengwei;  Huang, Di;  Han, Husheng;  Nan, Ziyuan;  Yu, Zhongkai;  Peng, Shaohui;  Zhao, Yongwei;  Chen, Huaping;  Du, Zidong;  Hu, Xing;  Guo, Qi
收藏  |  浏览/下载：6/0  |  提交时间：2025/06/25
Skeleton  Optimization  Graphics processing units  Vectors  Hardware  Artificial neural networks  Accuracy  Deep symbolic regression (DSR)  radial basis function network (RBFN)  transcendental functions  unified array  
Accelerating tensor multiplication by exploring hybrid product with hardware and software co-design 期刊论文
JOURNAL OF SYSTEMS ARCHITECTURE, 2025, 卷号: 159, 页码: 16
作者:  Zhang, Zhiyuan;  Fan, Zhihua;  Li, Wenming;  Qiu, Yuhang;  Wang, Zhen;  Ye, Xiaochun;  Fan, Dongrui;  An, Xuejun
收藏  |  浏览/下载：1/0  |  提交时间：2025/06/25
Tensor multiplication  Hybrid product  Dataflow  Accelerator  
Efficient and Fast High-Performance Library Generation for Deep Learning Accelerators 期刊论文
IEEE TRANSACTIONS ON COMPUTERS, 2025, 卷号: 74, 期号: 1, 页码: 155-169
作者:  Bi, Jun;  Wen, Yuanbo;  Li, Xiaqing;  Zhao, Yongwei;  Guo, Yuxuan;  Zhou, Enshuai;  Hu, Xing;  Du, Zidong;  Li, Ling;  Chen, Huaping;  Chen, Tianshi;  Guo, Qi
收藏  |  浏览/下载：3/0  |  提交时间：2025/06/25
Optimization  Space exploration  Schedules  Libraries  Biological cells  Deep learning  Costs  Computers  Search problems  Tensors  Code generation  compiler optimization  tensor computation  
AI Computing Systems for Large Language Models Training 期刊论文
JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2025, 卷号: 40, 期号: 1, 页码: 6-41
作者:  Zhang, Zhen-Xing;  Wen, Yuan-Bo;  Lyu, Han-Qi;  Liu, Chang;  Zhang, Rui;  Li, Xia-Qing;  Wang, Chao;  Du, Zi-Dong;  Guo, Qi;  Li, Ling;  Zhou, Xue-Hai;  Chen, Yun-Ji
收藏  |  浏览/下载：6/0  |  提交时间：2025/06/25
artificial intelligence (AI) chip  large language model (LLM)  AI computing system  accelerator  
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：33/0  |  提交时间：2024/05/20
Utilization  network-on-chip  decoupled architecture  batch processing  
Hardware Acceleration for SLAM in Mobile Systems 期刊论文
JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2023, 卷号: 38, 期号: 6, 页码: 1300-1322
作者:  Fan, Zhe;  Hao, Yi-Fan;  Zhi, Tian;  Guo, Qi;  Du, Zi-Dong
收藏  |  浏览/下载：24/0  |  提交时间：2024/05/20
hardware accelerator  instruction set  mobile system  simultaneous localization and mapping (SLAM) algorithm  
Accelerating Convolutional Neural Networks by Exploiting the Sparsity of Output Activation 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2023, 卷号: 34, 期号: 12, 页码: 3253-3265
作者:  Fan, Zhihua;  Li, Wenming;  Wang, Zhen;  Liu, Tianyu;  Wu, Haibin;  Liu, Yanhuan;  Wu, Meng;  Wu, Xinxin;  Ye, Xiaochun;  Fan, Dongrui;  Sun, Ninghui;  An, Xuejun
收藏  |  浏览/下载：29/0  |  提交时间：2024/05/20
Accelerator  output activation  prediction  sparse convolutional neural network  
Chip design with machine learning: a survey from algorithm perspective 期刊论文
SCIENCE CHINA-INFORMATION SCIENCES, 2023, 卷号: 66, 期号: 11, 页码: 31
作者:  He, Wenkai;  Li, Xiaqing;  Song, Xinkai;  Hao, Yifan;  Zhang, Rui;  Du, Zidong;  Chen, Yunji
收藏  |  浏览/下载：32/0  |  提交时间：2023/12/04
chip design  machine learning  chip design automation  design result estimation  design optimization and correction  design construction  
Learning controllable elements oriented representations for reinforcement learning 期刊论文
NEUROCOMPUTING, 2023, 卷号: 549, 页码: 13
作者:  Yi, Qi;  Zhang, Rui;  Peng, Shaohui;  Guo, Jiaming;  Hu, Xing;  Du, Zidong;  Guo, Qi;  Chen, Ruizhi;  Li, Ling;  Chen, Yunji
收藏  |  浏览/下载：30/0  |  提交时间：2023/12/04
Reinforcement learning  Representation learning