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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  
DM-IDS-A Network Intrusion Detection Method Based on Dual-Modal Fusion 期刊论文
IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, 2025, 卷号: 22, 期号: 4, 页码: 3646-3661
作者:  Zha, Chao;  Wang, Zhiyu;  Fan, Yifei;  Bai, Bing;  Zhang, Yinjie;  Shi, Sainan;  Zhang, Ruyun
收藏  |  浏览/下载：4/0  |  提交时间：2025/12/03
Feature extraction  Payloads  Network intrusion detection  Telecommunication traffic  Vectors  Graph neural networks  Radio frequency  Data mining  Training  Technological innovation  Intrusion detection  flow modal  payload modal  bilinear fusion  semantic  
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  
Multiplex graph fusion network with reinforcement structure learning for fraud detection in online e-commerce platforms 期刊论文
EXPERT SYSTEMS WITH APPLICATIONS, 2025, 卷号: 262, 页码: 12
作者:  Zhang, Zheng;  Ao, Xiang;  Tessone, Claudio J.;  Liu, Gang;  Zhou, Mingyang;  Mao, Rui;  Liao, Hao
收藏  |  浏览/下载：65/0  |  提交时间：2024/12/06
Fraud detection  Graph neural networks  Graph structure learning  Metapath  Multigraph fusion  
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：18/0  |  提交时间：2025/06/25
Heterogeneous graph neural networks  graph neural networks training  characterization  quantitative analysis  optimization guidelines  
SPMGAE: Self-purified masked graph autoencoders release robust expression power 期刊论文
NEUROCOMPUTING, 2025, 卷号: 611, 页码: 14
作者:  Song, Shuhan;  Li, Ping;  Dun, Ming;  Zhang, Yuan;  Cao, Huawei;  Ye, Xiaochun
收藏  |  浏览/下载：68/0  |  提交时间：2024/12/06
Graph neural networks  Masked graph autoencoders  Robustness  Graph adversarial attacks  
PrivFusion: Privacy-Preserving Model Fusion via Decentralized Federated Graph Matching 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2024, 卷号: 36, 期号: 12, 页码: 9051-9064
作者:  Chen, Qian;  Chen, Yiqiang;  Jiang, Xinlong;  Zhang, Teng;  Dai, Weiwei;  Huang, Wuliang;  Yan, Bingjie;  Yan, Zhen;  Lu, Wang;  Ye, Bo
收藏  |  浏览/下载：48/0  |  提交时间：2025/06/25
Adaptation models  Data models  Privacy  Load modeling  Biological neural networks  Collaboration  Predictive models  Graph matching  model fusion  model privacy  
GraphIoT: Lightweight IoT Device Detection Based on Graph Classifiers and Incremental Learning 期刊论文
IEEE TRANSACTIONS ON SERVICES COMPUTING, 2024, 卷号: 17, 期号: 6, 页码: 3758-3772
作者:  Yin, Yansong;  Xie, Kun;  He, Shiming;  Li, Yanbiao;  Wen, Jigang;  Diao, Zulong;  Zhang, Dafang;  Xie, Gaogang
收藏  |  浏览/下载：37/0  |  提交时间：2025/06/25
Internet of Things  Logic gates  Feature extraction  Protocols  Learning systems  Object recognition  IP networks  Graph neural networks  incremental learning  IoT device detection  
GDI: A Novel IoT Device Identification Framework via Graph Neural Network-Based Tensor Completion 期刊论文
IEEE TRANSACTIONS ON SERVICES COMPUTING, 2024, 卷号: 17, 期号: 6, 页码: 3713-3726
作者:  Wang, Haoxuan;  Xie, Kun;  Wang, Xin;  Wen, Jigang;  Xie, Ruotian;  Diao, Zulong;  Liang, Wei;  Xie, Gaogang;  Cao, Jiannong
收藏  |  浏览/下载：38/0  |  提交时间：2025/06/25
Object recognition  Internet of Things  Tensors  Feature extraction  Accuracy  Logic gates  Data models  Internet of Things (IoT)  device-type identification  tensor completion  graph neural networks  
IDEA: Invariant defense for graph adversarial robustness 期刊论文
INFORMATION SCIENCES, 2024, 卷号: 680, 页码: 18
作者:  Tao, Shuchang;  Cao, Qi;  Shen, Huawei;  Wu, Yunfan;  Xu, Bingbing;  Cheng, Xueqi
收藏  |  浏览/下载：32/0  |  提交时间：2024/12/06
Invariant defense  Adversarial robustness  Causal feature  Graph neural networks