Object-to-Manipulation Graph for Affordance Navigation by Xinhang Song, Bohan Wang, Liye Dong, Gongwei Chen, Xinyun Hu, Shuqiang Jiang

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A robust encrypted traffic identification scheme based on graph neural network by LI Mengxiang, PENG Chuang, WANG Hao, HUANG Chaoming, TAN Xiaobin

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ENDNet: Extra-Node Decision Network for Subgraph Matching by Masaki Shirotani, Motoki Amagasaki, Masato Kiyama

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gShock: A GNN-Based Fingerprinting System for Permissioned Blockchain Networks Over Encrypted Channels by Minjae Seo, Jaehan Kim, Myoungsung You, Seungwon Shin, Jinwoo Kim

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A novel approach for detecting malicious hosts based on RE-GCN in intranet by Haochen Xu, Xiaoyu Geng, Junrong Liu, Zhigang Lu, Bo Jiang, Yuling Liu

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HyMePre: A Spatial–Temporal Pretraining Framework with Hypergraph Neural Networks for Short-Term Weather Forecasting by Fei Wang, Dawei Lin, Baojun Chen, Guodong Jing, Yi Geng, Xudong Ge, Daoming Wei, Ning Zhang

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Conditional Generation of Building Bubble Diagrams Based on Stochastic Differential Equations by Zhiwen Wei, Joonki Lee, Hyeongmo Gu, Seungyeon Choo, Jaeil Kim

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Prior Knowledge-Informed Graph Neural Network with Multi-Source Data-Weighted Fusion for Intelligent Bogie Fault Diagnosis by Yuanxing Huang, Bofeng Cui, Xianqun Mao, Jinsong Yang

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Crystal structure prediction based on diffusion model and graph network optimization by Tao Hong, Jiong Yang, Guixin Cao

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Recommendation Model Based on Higher-Order Semantics and Node Attention in Heterogeneous Graph Neural Networks by Siyue Li, Tian Jin, Hao Luo, Erfan Wang, Ranting Tao

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Adopting Graph Neural Networks to Understand and Reason About Dynamic Driving Scenarios by Peng Su, Conglei Xiang, Dejiu Chen

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Balancing Diversity in Session-Based Recommendation Between Relevance and Unexpectedness by Sangyeon Kim, Sanghyeok Boo, Gyewon Jeon, Dongmin Shin, Sangwon Lee

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Graph neural networks and transfer entropy enhance forecasting of mesozooplankton community dynamics by Minhyuk Jeung, Min-Chul Jang, Kyoungsoon Shin, Seung Won Jung, Sang-Soo Baek

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GAT-APG: Graph Attention Network-Based Attack Path Generation for Security Simulation by Min Geun Song, Jaewoong Choi, Huy Kang Kim

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CENSor: Detecting Illicit Bitcoin Operation via GCN-Based Hyperedge Classification by Suyeol Lee, Jaehan Kim, Minjae Seo, Seung Ho Na, Seungwon Shin, Jinwoo Kim

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Node Classification on The Citation Network Using Graph Neural Network by Irani Hoeronis, Bambang Riyanto Trilaksono

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Less Is More: Brain Functional Connectivity Empowered Generalizable Intention Classification With Task-Relevant Channel Selection by Haowei Lou, Zesheng Ye, Lina Yao, Yu Zhang

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Anomalous Node Detection in Blockchain Networks Based on Graph Neural Networks by Ze Chang, Yunfei Cai, Xiao Fan Liu, Zhenping Xie, Yuan Liu, Qianyi Zhan

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Multi-fidelity graph neural networks for predicting toluene/water partition coefficients by Thomas Nevolianis, Jan G. Rittig, Alexander Mitsos, Kai Leonhard

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Threat Detection Framework Based on Industrial Internet of Things Logs by Shuqin Zhang, Yong Wang, Xinyu Su

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