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A RISC-V Extended Infrastructure for CNNs Through Pipelined Computing and Data Dependence Optimization 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2025, 卷号: 44, 期号: 11, 页码: 4141-4154
作者:  Luo, Teng;  Xia, Tengfei;  Chen, Jiayuan;  Fan, Zhihua;  Li, Wenming;  Mu, Yudong;  An, Xuejun;  Ye, Xiaochun;  Fan, Dongrui
收藏  |  浏览/下载：4/0  |  提交时间：2025/12/03
Artificial intelligence  Convolution  Convolutional neural networks  Computer architecture  Computational efficiency  Pipelines  Logic  Filters  Fans  Biological system modeling  Convolutional neural networks (CNNs) acceleration  dataflow optimization  pipelined computing  RISC-V extended instructions  
SiHGNN: Leveraging Properties of Semantic Graphs for Efficient HGNN Acceleration 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2025, 卷号: 44, 期号: 9, 页码: 3490-3503
作者:  Xue, Runzhen;  Yan, Mingyu;  Han, Dengke;  Xiao, Ziheng;  Tang, Zhimin;  Ye, Xiaochun;  Fan, Dongrui
收藏  |  浏览/下载：4/0  |  提交时间：2025/12/03
Semantics  Layout  Graph neural networks  Optimization  Vectors  Graphics processing units  Feature extraction  Design automation  Training  Hardware acceleration  Graph neural network (GNN)  hardware accelerator  heterogeneous graph neural network (HGNN)  semantic graph  
GenCNN: A Partition-Aware Multi-Objective Mapping Framework for CNN Accelerators Based on Genetic Algorithm 期刊论文
ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2025, 卷号: 22, 期号: 3, 页码: 26
作者:  Mu, Yudong;  Fan, Zhihua;  Li, Wenming;  Zhang, Zhiyuan;  An, Xuejun;  Fan, Dongrui;  Ye, Xiaochun
收藏  |  浏览/下载：4/0  |  提交时间：2025/12/03
CNN Accelerator  Dataflow Graph Mapping  Genetic Algorithm  Multi-objective Optimization  
Revisiting Edge Perturbation for Graph Neural Network in Graph Data Augmentation and Attack 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2025, 卷号: 37, 期号: 7, 页码: 4225-4238
作者:  Liu, Xin;  Zhang, Yuxiang;  Wu, Meng;  Yan, Mingyu;  He, Kun;  Yan, Wei;  Pan, Shirui;  Ye, Xiaochun;  Fan, Dongrui
收藏  |  浏览/下载：4/0  |  提交时间：2025/12/03
Perturbation methods  Graph neural networks  Image edge detection  Data augmentation  Accuracy  Training  Measurement  Optimization  Detectors  World Wide Web  Edge perturbation  graph neural network  graph data augmentation  graph data attack  
DFU-E: A Dataflow Architecture for Edge DSP and AI Applications 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2025, 卷号: 36, 期号: 6, 页码: 1100-1114
作者:  Li, Wenming;  Fan, Zhihua;  Liu, Tianyu;  Wang, Zhen;  Wu, Haibin;  Wu, Meng;  Zhang, Kunming;  Liu, Yanhuan;  Sun, Ninghui;  Ye, Xiaochun;  Fan, Dongrui
收藏  |  浏览/下载：38/0  |  提交时间：2025/06/25
Artificial intelligence  Hardware  Edge computing  Computer architecture  Computational modeling  Single instruction multiple data  Energy efficiency  Target recognition  Radar polarimetry  Real-time systems  Dataflow architecture  edge computing  digital signal processing  AI  multi-layer dataflow mechanism  
PANDA: Adaptive Prefetching and Decentralized Scheduling for Dataflow Architectures 期刊论文
ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2025, 卷号: 22, 期号: 2, 页码: 27
作者:  Qin, Shantian;  Fan, Zhihua;  Li, Wenming;  Wang, Zhen;  An, Xuejun;  Ye, Xiaochun;  Fan, Dongrui
收藏  |  浏览/下载：4/0  |  提交时间：2025/12/03
Prefetching  decentralized dynamic scheduling  reconfigurable on-chip memory architecture  
JSNPE: A Digital Superconducting Spiking Neural Processing Element 期刊论文
IEEE TRANSACTIONS ON APPLIED SUPERCONDUCTIVITY, 2025, 卷号: 35, 期号: 4, 页码: 12
作者:  Jiang, Huilong;  Wang, Zhongqi;  Huang, Junying;  Chen, Gang;  Zhang, Zhimin;  Ye, Xiaochun;  Fan, Dongrui;  You, Lixing
收藏  |  浏览/下载：4/0  |  提交时间：2025/12/03
Neurons  Synapses  Superconducting transmission lines  Superconducting logic circuits  Neuromorphics  Magnetic flux  Josephson junctions  SQUIDs  Membrane potentials  Logic  Josephson junction (JJ)  neuron  spiking neural network (SNN)  superconducting electronics  synapse  
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：16/0  |  提交时间：2025/06/25
Heterogeneous graph neural networks  graph neural networks training  characterization  quantitative analysis  optimization guidelines  
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：13/0  |  提交时间：2025/06/25
Tensor multiplication  Hybrid product  Dataflow  Accelerator  
HiHGNN: Accelerating HGNNs Through Parallelism and Data Reusability Exploitation 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2024, 卷号: 35, 期号: 7, 页码: 1122-1138
作者:  Xue, Runzhen;  Han, Dengke;  Yan, Mingyu;  Zou, Mo;  Yang, Xiaocheng;  Wang, Duo;  Li, Wenming;  Tang, Zhimin;  Kim, John;  Ye, Xiaochun;  Fan, Dongrui
收藏  |  浏览/下载：52/0  |  提交时间：2024/12/06
Semantics  Parallel processing  Graph neural networks  Vectors  Graphics processing units  Fuses  Hardware  GNN  GNN accelerator  graph neural network  HGNN  HGNN accelerator  heterogeneous graph neural network