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Aligning Logits Generatively for Principled Black-Box Knowledge Distillation in the Wild 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2025, 卷号: 47, 期号: 12, 页码: 11929-11945
作者:  Xiang, Xiang;  Ma, Jing;  Wu, Dongrui;  Zeng, Zhigang;  Chen, Xilin
收藏  |  浏览/下载：0/0  |  提交时间：2026/05/25
Data models  Adaptation models  Cloud computing  Training  Predictive models  Image edge detection  Generators  Computational modeling  Servers  Model compression  Cloud-to-edge model compression  knowledge distillation  generative adversarial network  test-time adaptation  
DFGAS: Exploring the Balance of HW-SW Scheduling through the DFG-Aware Scheme 期刊论文
ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2025, 卷号: 22, 期号: 4, 页码: 26
作者:  Liu, Tianyu;  Fan, Zhihua;  Li, Wenming;  Wang, Zhen;  Qiu, Yuhang;  Tang, Shengzhong;  Wu, Haibin;  Liu, Yanhuan;  Ye, Xiaochun;  Fan, Dongrui
收藏  |  浏览/下载：0/0  |  提交时间：2026/05/25
CGRA  hardware-software co-design  network-on-chip  
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：21/0  |  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：66/0  |  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  
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：67/0  |  提交时间：2024/05/20
Accelerator  output activation  prediction  sparse convolutional neural network  
Characterizing and Understanding Defense Methods for GNNs on GPUs 期刊论文
IEEE COMPUTER ARCHITECTURE LETTERS, 2023, 卷号: 22, 期号: 2, 页码: 137-140
作者:  Wu, Meng;  Yan, Mingyu;  Yang, Xiaocheng;  Li, Wenming;  Zhang, Zhimin;  Ye, Xiaochun;  Fan, Dongrui
收藏  |  浏览/下载：75/0  |  提交时间：2023/12/04
Kernel  Purification  Estimation  Graphics processing units  Perturbation methods  Electric breakdown  Training  Graph neural networks  defense  execution semantic  execution pattern  overhead  
JBNN: A Hardware Design for Binarized Neural Networks Using Single-Flux-Quantum Circuits 期刊论文
IEEE TRANSACTIONS ON COMPUTERS, 2022, 卷号: 71, 期号: 12, 页码: 3203-3214
作者:  Fu, Rongliang;  Huang, Junying;  Wu, Haibin;  Ye, Xiaochun;  Fan, Dongrui;  Ho, Tsung-Yi
收藏  |  浏览/下载：69/0  |  提交时间：2023/07/12
Superconducting  single-flux-quantum  accelerator  binarized neural network  
A synergistic reinforcement learning-based framework design in driving automation 期刊论文
COMPUTERS & ELECTRICAL ENGINEERING, 2022, 卷号: 101, 页码: 15
作者:  Qi, Yuqiong;  Hu, Yang;  Wu, Haibin;  Li, Shen;  Ye, Xiaochun;  Fan, Dongrui
收藏  |  浏览/下载：74/0  |  提交时间：2022/12/07
Autonomous Driving  Heterogeneous Multicore AI Accelerator  Criteria  Reinforcement Learning  Scheduling  
An efficient scheduling algorithm for dataflow architecture using loop-pipelining 期刊论文
INFORMATION SCIENCES, 2021, 卷号: 547, 页码: 1136-1153
作者:  Li, Yi;  Wu, Meng;  Ye, Xiaochun;  Li, Wenming;  Xue, Rui;  Wang, Da;  Zhang, Hao;  Fan, Dongrui
收藏  |  浏览/下载：96/0  |  提交时间：2021/12/01
Dataflow architecture  Instruction scheduling  Multicast  Sharing path  Loop optimization  
An efficient dataflow accelerator for scientific applications 期刊论文
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2020, 卷号: 112, 页码: 580-588
作者:  Ye, Xiaochun;  Tan, Xu;  Wu, Meng;  Feng, Yujing;  Wang, Da;  Zhang, Hao;  Pei, Songwen;  Fan, Dongrui
收藏  |  浏览/下载：277/0  |  提交时间：2020/12/10
Dataflow architecture  Scientific computing  Instruction level parallelism