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Exploratory Adversarial Attacks on Graph Neural Networks for Semi-Supervised Node Classification 期刊论文
PATTERN RECOGNITION, 2023, 卷号: 133, 页码: 12
Authors:  Lin, Xixun;  Zhou, Chuan;  Wu, Jia;  Yang, Hong;  Wang, Haibo;  Cao, Yanan;  Wang, Bin
Favorite  |  View/Download：63/0  |  Submit date：2023/02/07
Gradient -based attacks  Maximal gradient  Graph neural networks  Semi-supervised node classification  
Deep graph level anomaly detection with contrastive learning 期刊论文
SCIENTIFIC REPORTS, 2022, 卷号: 12, 期号: 1, 页码: 11
Authors:  Luo, Xuexiong;  Wu, Jia;  Yang, Jian;  Xue, Shan;  Peng, Hao;  Zhou, Chuan;  Chen, Hongyang;  Li, Zhao;  Sheng, Quan Z.
Favorite  |  View/Download：38/0  |  Submit date：2023/02/07
Improve Robustness and Accuracy of Deep Neural Network with L-2,L-infinity Normalization 期刊论文
JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY, 2022, 页码: 26
Authors:  Yu Lijia;  Gao Xiao-Shan
Favorite  |  View/Download：31/0  |  Submit date：2023/02/07
Deep neural network  global robustness measure  L-2,L-infinity  normalization  over-fitting  Rademacher complexity  smooth DNN  
Networked Knowledge and Complex Networks: An Engineering View 期刊论文
IEEE-CAA JOURNAL OF AUTOMATICA SINICA, 2022, 卷号: 9, 期号: 8, 页码: 1366-1383
Authors:  Lu, Jinhu;  Wen, Guanghui;  Lu, Ruqian;  Wang, Yong;  Zhang, Songmao
Favorite  |  View/Download：44/0  |  Submit date：2023/02/07
Complex network  knowledge graph  networked knowledge  neural network  
An efficient Lorentz equivariant graph neural network for jet tagging 期刊论文
Journal of High Energy Physics, 2022, 卷号: 2022, 期号: 7
Authors:  Gong,Shiqi;  Meng,Qi;  Zhang,Jue;  Qu,Huilin;  Li,Congqiao;  Qian,Sitian;  Du,Weitao;  Ma,Zhi-Ming;  Liu,Tie-Yan
Favorite  |  View/Download：53/0  |  Submit date：2022/10/08
Jets and Jet Substructure  Top Quark  
Constructing the Basis Path Set by Eliminating the Path Dependency 期刊论文
JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY, 2022, 页码: 19
Authors:  Zhu Juanping;  Meng Qi;  Chen Wei;  Wang Yue;  Ma Zhiming
Favorite  |  View/Download：32/0  |  Submit date：2023/02/07
Basis path  neural network  path dependency  path subdivision chain  substructure path  
Static or dynamic? Characterize and forecast the evolution of urban crime distribution 期刊论文
EXPERT SYSTEMS WITH APPLICATIONS, 2022, 卷号: 190, 页码: 16
Authors:  Zhu, Qing;  Zhang, Fan;  Liu, Shan;  Wang, Lin;  Wang, Shouyang
Favorite  |  View/Download：87/0  |  Submit date：2022/04/02
Urban crime  Spatiotemporal framework  Crime distribution  Graph neural network  
A Comprehensive Survey on Community Detection With Deep Learning 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 页码: 21
Authors:  Su, Xing;  Xue, Shan;  Liu, Fanzhen;  Wu, Jia;  Yang, Jian;  Zhou, Chuan;  Hu, Wenbin;  Paris, Cecile;  Nepal, Surya;  Jin, Di;  Sheng, Quan Z.;  Yu, Philip S.
Favorite  |  View/Download：113/0  |  Submit date：2022/04/29
Deep learning  Taxonomy  Optimization  Partitioning algorithms  Clustering algorithms  Social networking (online)  Peer-to-peer computing  Community detection  deep learning  graph neural network  network representation  social networks  
API-GNN: attribute preserving oriented interactive graph neural network 期刊论文
WORLD WIDE WEB-INTERNET AND WEB INFORMATION SYSTEMS, 2022, 页码: 20
Authors:  Zhou, Yuchen;  Shang, Yanmin;  Cao, Yanan;  Li, Qian;  Zhou, Chuan;  Xu, Guandong
Favorite  |  View/Download：106/0  |  Submit date：2022/04/02
Data mining  Graph neural networks  Social analysis  Representation learning  
Anomaly Detection on Attributed Networks via Contrastive Self-Supervised Learning 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 15
Authors:  Liu, Yixin;  Li, Zhao;  Pan, Shirui;  Gong, Chen;  Zhou, Chuan;  Karypis, George
Favorite  |  View/Download：98/0  |  Submit date：2022/04/02
Anomaly detection  Task analysis  Graph neural networks  Unsupervised learning  Predictive models  Pattern matching  Training  Anomaly detection  attributed networks  contrastive self-supervised learning  graph neural networks (GNNs)  unsupervised learning