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        TITLE = "Self-Supervised Learning of Graph Neural Networks: A Unified Review",
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        TITLE = "Bag of Tricks for Training Deeper Graph Neural Networks:
A Comprehensive Benchmark Study",
        JOURNAL = PAMI,
        VOLUME = "45",
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        MONTH = "March",
        PAGES = "2769-2781",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136206"}

@article{bb140202,
        AUTHOR = "Vasudevan, V. and Bassenne, M. and Islam, M.T. and Xing, L.",
        TITLE = "Image classification using graph neural network and multiscale
wavelet superpixels",
        JOURNAL = PRL,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136207"}

@article{bb140203,
        AUTHOR = "Qian, S.S. and Xue, D. and Fang, Q. and Xu, C.S.",
        TITLE = "Integrating Multi-Label Contrastive Learning With Dual Adversarial
Graph Neural Networks for Cross-Modal Retrieval",
        JOURNAL = PAMI,
        VOLUME = "45",
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        NUMBER = "4",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136208"}

@article{bb140204,
        AUTHOR = "Mohamed, H.A. and Pilutti, D. and James, S. and del Bue, A. and Pelillo, M. and Vascon, S.",
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graphs",
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@article{bb140205,
        AUTHOR = "Kaczmarek, I. and Iwaniak, A. and Swietlicka, A.",
        TITLE = "Classification of Spatial Objects with the Use of Graph Neural
Networks",
        JOURNAL = IJGI,
        VOLUME = "12",
        YEAR = "2023",
        NUMBER = "3",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136210"}

@article{bb140206,
        AUTHOR = "Fan, X.L. and Gong, M. and Wu, Y.",
        TITLE = "Markov clustering regularized multi-hop graph neural network",
        JOURNAL = PR,
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@article{bb140207,
        AUTHOR = "Hao, Y.J. and Ma, J. and Zhao, P.P. and Liu, G.F. and Xian, X.F. and Zhao, L. and Sheng, V.S.",
        TITLE = "Multi-dimensional Graph Neural Network for Sequential Recommendation",
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@article{bb140208,
        AUTHOR = "Wang, Z.Y. and Ji, S.W.",
        TITLE = "Second-Order Pooling for Graph Neural Networks",
        JOURNAL = PAMI,
        VOLUME = "45",
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@article{bb140209,
        AUTHOR = "Mueller, T.T. and Paetzold, J.C. and Prabhakar, C. and Usynin, D. and Rueckert, D. and Kaissis, G.",
        TITLE = "Differentially Private Graph Neural Networks for Whole-Graph
Classification",
        JOURNAL = PAMI,
        VOLUME = "45",
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@article{bb140210,
        AUTHOR = "Jiang, X.D. and Zhu, R.H. and Ji, P.S. and Li, S.",
        TITLE = "Co-Embedding of Nodes and Edges With Graph Neural Networks",
        JOURNAL = PAMI,
        VOLUME = "45",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136215"}

@article{bb140211,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136216"}

@article{bb140212,
        AUTHOR = "Lyu, S. and Wang, K. and Zhang, L. and Wang, B.L.",
        TITLE = "Process-Oriented heterogeneous graph learning in GNN-Based ICS
anomalous pattern recognition",
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@article{bb140213,
        AUTHOR = "Li, J.X. and Sun, Q.Y. and Peng, H. and Yang, B. and Wu, J. and Yu, P.S.",
        TITLE = "Adaptive Subgraph Neural Network With Reinforced Critical Structure
Mining",
        JOURNAL = PAMI,
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@article{bb140214,
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@article{bb140215,
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        TITLE = "muxGNN: Multiplex Graph Neural Network for Heterogeneous Graphs",
        JOURNAL = PAMI,
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@article{bb140216,
        AUTHOR = "Jiang, B. and Wang, B.B. and Chen, S. and Tang, J. and Luo, B.",
        TITLE = "Graph Neural Network Meets Sparse Representation: Graph Sparse Neural
Networks via Exclusive Group Lasso",
        JOURNAL = PAMI,
        VOLUME = "45",
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        NUMBER = "10",
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@article{bb140217,
        AUTHOR = "Jiang, X.Y. and Zhang, S.H. and Zhang, X.P. and Ma, J.Y.",
        TITLE = "Improving sparse graph attention for feature matching by informative
keypoints exploration",
        JOURNAL = CVIU,
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@article{bb140218,
        AUTHOR = "Bai, N. and Nourian, P. and Luo, R. and Cheng, T. and Pereira Roders, A.",
        TITLE = "Screening the stones of Venice: Mapping social perceptions of
cultural significance through graph-based semi-supervised
classification",
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        PAGES = "135-164",
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@article{bb140219,
        AUTHOR = "Wang, B.B. and Jiang, B. and Tang, J. and Luo, B.",
        TITLE = "Generalizing Aggregation Functions in GNNs:
Building High Capacity and Robust GNNs via Nonlinear Aggregation",
        JOURNAL = PAMI,
        VOLUME = "45",
        YEAR = "2023",
        NUMBER = "11",
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@article{bb140220,
        AUTHOR = "Xie, Y. and Liang, Y.F. and Gong, M. and Qin, A.K. and Ong, Y.S. and He, T.T.",
        TITLE = "Semisupervised Graph Neural Networks for Graph Classification",
        JOURNAL = Cyber,
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        MONTH = "October",
        PAGES = "6222-6235",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136225"}

@article{bb140221,
        AUTHOR = "Chen, X. and Pan, Y. and Tsang, I. and Zhang, Y.",
        TITLE = "Learning node representations against perturbations",
        JOURNAL = PR,
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        YEAR = "2024",
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@article{bb140222,
        AUTHOR = "Lin, H.Y. and Yan, M.Y. and Ye, X.C. and Fan, D. and Pan, S.R. and Chen, W.G. and Xie, Y.",
        TITLE = "A Comprehensive Survey on Distributed Training of Graph Neural
Networks",
        JOURNAL = PIEEE,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136227"}

@article{bb140223,
        AUTHOR = "Xiao, S.X. and Du, S. and Chen, Z.L. and Zhang, Y.H. and Wang, S.P.",
        TITLE = "Dual Fusion-Propagation Graph Neural Network for Multi-View
Clustering",
        JOURNAL = MultMed,
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        YEAR = "2023",
        PAGES = "9203-9215",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136228"}

@article{bb140224,
        AUTHOR = "Fan, S.H. and Wang, X. and Shi, C. and Cui, P. and Wang, B.",
        TITLE = "Generalizing Graph Neural Networks on Out-of-Distribution Graphs",
        JOURNAL = PAMI,
        VOLUME = "46",
        YEAR = "2024",
        NUMBER = "1",
        MONTH = "January",
        PAGES = "322-337",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136229"}

@article{bb140225,
        AUTHOR = "Zheng, S. and Zhu, Z.F. and Liu, Z. and Li, Y. and Zhao, Y.",
        TITLE = "Node-Oriented Spectral Filtering for Graph Neural Networks",
        JOURNAL = PAMI,
        VOLUME = "46",
        YEAR = "2024",
        NUMBER = "1",
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        PAGES = "388-402",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136230"}

@article{bb140226,
        AUTHOR = "Zhou, Y.F. and Yu, L.",
        TITLE = "Few-shot learning via weighted prototypes from graph structure",
        JOURNAL = PRL,
        VOLUME = "176",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136231"}

@article{bb140227,
        AUTHOR = "Wu, H. and Yip, A. and Long, J.Y. and Zhang, J. and Ng, M.K.",
        TITLE = "Simplicial Complex Neural Networks",
        JOURNAL = PAMI,
        VOLUME = "46",
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        NUMBER = "1",
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        PAGES = "561-575",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136232"}

@article{bb140228,
        AUTHOR = "Deb, S. and Rahman, S. and Rahman, S.",
        TITLE = "GA-GWNN: Generalized Adaptive Graph Wavelet Neural Network",
        JOURNAL = PRL,
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        YEAR = "2024",
        PAGES = "128-134",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136233"}

@article{bb140229,
        AUTHOR = "Bicciato, A. and Cosmo, L. and Minello, G. and Rossi, L. and Torsello, A.",
        TITLE = "GNN-LoFI: A novel graph neural network through localized
feature-based histogram intersection",
        JOURNAL = PR,
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        YEAR = "2024",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136234"}

@article{bb140230,
        AUTHOR = "Chen, Z.Q. and Chen, F.L. and Zhang, L. and Ji, T. and Fu, K. and Zhao, L. and Chen, F. and Wu, L.F. and Aggarwal, C. and Lu, C.T.",
        TITLE = "Bridging the Gap between Spatial and Spectral Domains:
A Unified Framework for Graph Neural Networks",
        JOURNAL = Surveys,
        VOLUME = "56",
        YEAR = "2023",
        NUMBER = "5",
        MONTH = "December",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136235"}

@article{bb140231,
        AUTHOR = "Chai, L. and Tu, L. and Wang, X.J. and Su, Q.Q.",
        TITLE = "Hypergraph modeling and hypergraph multi-view attention neural
network for link prediction",
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@inproceedings{bb140232,
        AUTHOR = "Saha, A. and Mendez, O. and Russell, C. and Bowden, R.",
        TITLE = "Learning Adaptive Neighborhoods for Graph Neural Networks",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "22484-22493",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136237"}

@inproceedings{bb140233,
        AUTHOR = "Aflalo, A. and Bagon, S. and Kashti, T. and Eldar, Y.",
        TITLE = "DeepCut: Unsupervised Segmentation using Graph Neural Networks
Clustering",
        BOOKTITLE = SG2RL23,
        YEAR = "2023",
        PAGES = "32-41",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136238"}

@inproceedings{bb140234,
        AUTHOR = "Baumann, A. and Roßberg, T. and Schmitt, M.",
        TITLE = "Probabilistic MIMO U-Net: Efficient and Accurate Uncertainty
Estimation for Pixel-wise Regression",
        BOOKTITLE = Uncertainty23,
        YEAR = "2023",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136239"}

@inproceedings{bb140235,
        AUTHOR = "Leventhal, S. and Gyulassy, A. and Pascucci, V. and Heimann, M.",
        TITLE = "Modeling Hierarchical Topological Structure in Scientific Images with
Graph Neural Networks",
        BOOKTITLE = ICIP23,
        YEAR = "2023",
        PAGES = "2995-2999",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136240"}

@inproceedings{bb140236,
        AUTHOR = "Jing, Y.C. and Yuan, C.B. and Ju, L. and Yang, Y.D. and Wang, X.C. and Tao, D.C.",
        TITLE = "Deep Graph Reprogramming",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136241"}

@inproceedings{bb140237,
        AUTHOR = "Fent, F. and Bauerschmidt, P. and Lienkamp, M.",
        TITLE = "RadarGNN: Transformation Invariant Graph Neural Network for
Radar-based Perception",
        BOOKTITLE = WAD23,
        YEAR = "2023",
        PAGES = "182-191",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136242"}

@inproceedings{bb140238,
        AUTHOR = "Mikula, K. and Kollar, M. and Ozvat, A.A. and Sibikova, M. and Cahojova, L.",
        TITLE = "Natural Numerical Networks on Directed Graphs in Satellite Image
Classification",
        BOOKTITLE = SSVM23,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136243"}

@inproceedings{bb140239,
        AUTHOR = "Bicciato, A. and Cosmo, L. and Minello, G. and Rossi, L. and Torsello, A.",
        TITLE = "Classifying Me Softly: A Novel Graph Neural Network Based on Features
Soft-Alignment",
        BOOKTITLE = SSSPR22,
        YEAR = "2022",
        PAGES = "43-53",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136244"}

@inproceedings{bb140240,
        AUTHOR = "Gillioz, A. and Riesen, K.",
        TITLE = "Graph Reduction Neural Networks for Structural Pattern Recognition",
        BOOKTITLE = SSSPR22,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136245"}

@inproceedings{bb140241,
        AUTHOR = "Seo, S. and Jung, S. and Kim, C.",
        TITLE = "Explanation-based Graph Neural Networks for Graph Classification",
        BOOKTITLE = "ICPR22",
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        PAGES = "2836-2842",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136246"}

@inproceedings{bb140242,
        AUTHOR = "Wei, Z. and Xiao, X. and Zhang, B. and Hu, G.W. and Li, Q. and Xia, S.T.",
        TITLE = "Graph Data Augmentation for Node Classification",
        BOOKTITLE = "ICPR22",
        YEAR = "2022",
        PAGES = "4899-4905",
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@inproceedings{bb140243,
        AUTHOR = "Kim, J. and Oh, S. and Cho, S.J. and Hong, S.",
        TITLE = "Equivariant Hypergraph Neural Networks",
        BOOKTITLE = ECCV22,
        YEAR = "2022",
        PAGES = "XXI:86-103",
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@inproceedings{bb140244,
        AUTHOR = "Lin, W. and Lan, H. and Wang, H. and Li, B.",
        TITLE = "OrphicX: A Causality-Inspired Latent Variable Model for Interpreting
Graph Neural Networks",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136249"}

@inproceedings{bb140245,
        AUTHOR = "Schaefer, S. and Gehrig, D. and Scaramuzza, D.",
        TITLE = "AEGNN: Asynchronous Event-based Graph Neural Networks",
        BOOKTITLE = CVPR22,
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652grann4.html#TT136250"}

@inproceedings{bb140246,
        AUTHOR = "Wu, H.Y. and Guo, H.Y. and Miao, Q.H. and Huang, M. and Wang, J.Q.",
        TITLE = "Graph Neural Networks Based Multi-granularity Feature Representation
Learning for Fine-Grained Visual Categorization",
        BOOKTITLE = MMMod22,
        YEAR = "2022",
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@inproceedings{bb140247,
        AUTHOR = "Zhao, G.M. and Ge, W.F. and Yu, Y.Z.",
        TITLE = "GraphFPN: Graph Feature Pyramid Network for Object Detection",
        BOOKTITLE = ICCV21,
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@inproceedings{bb140248,
        AUTHOR = "Xing, Y.F. and He, T. and Xiao, T.J. and Wang, Y.X. and Xiong, Y.J. and Xia, W. and Wipf, D. and Zhang, Z. and Soatto, S.",
        TITLE = "Learning Hierarchical Graph Neural Networks for Image Clustering",
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@inproceedings{bb140249,
        AUTHOR = "Liu, N. and Zhao, W. and Zhang, D.W. and Han, J.W. and Shao, L.",
        TITLE = "Light Field Saliency Detection with Dual Local Graph Learning and
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@inproceedings{bb140250,
        AUTHOR = "Wang, T.T. and Liu, S. and Tian, Y. and Li, K. and Yang, M.H.",
        TITLE = "Video Matting via Consistency-Regularized Graph Neural Networks",
        BOOKTITLE = ICCV21,
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@inproceedings{bb140251,
        AUTHOR = "Jing, Y.C. and Yang, Y.D. and Wang, X.C. and Song, M.L. and Tao, D.C.",
        TITLE = "Meta-Aggregator: Learning to Aggregate for 1-bit Graph Neural
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@inproceedings{bb140252,
        AUTHOR = "Lian, R. and Ling, H.B.",
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        BOOKTITLE = ICCV23,
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@inproceedings{bb140253,
        AUTHOR = "Li, X.Y. and Ling, H.B.",
        TITLE = "PoGO-Net: Pose Graph Optimization with Graph Neural Networks",
        BOOKTITLE = ICCV21,
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@inproceedings{bb140254,
        AUTHOR = "Chen, H.K. and Luo, Z.X. and Zhang, J.H. and Zhou, L. and Bai, X.Y. and Hu, Z. and Tai, C.L. and Quan, L.",
        TITLE = "Learning to Match Features with Seeded Graph Matching Network",
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@inproceedings{bb140255,
        AUTHOR = "Arnab, A. and Sun, C. and Schmid, C.",
        TITLE = "Unified Graph Structured Models for Video Understanding",
        BOOKTITLE = ICCV21,
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@inproceedings{bb140256,
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@inproceedings{bb140259,
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@inproceedings{bb140261,
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@inproceedings{bb140262,
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@article{bb140270,
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@article{bb140271,
        AUTHOR = "Luo, Y. and Ji, R.R. and Guan, T. and Yu, J.Q. and Liu, P. and Yang, Y.",
        TITLE = "Every node counts: Self-ensembling graph convolutional networks for
semi-supervised learning",
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@article{bb140272,
        AUTHOR = "Wu, J.X. and Zhong, S.H. and Liu, Y.",
        TITLE = "Dynamic graph convolutional network for multi-video summarization",
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        AUTHOR = "Yu, B. and Hu, J.Z. and Xie, Y. and Zhang, C. and Tang, Z.H.",
        TITLE = "Rich heterogeneous information preserving network representation
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        AUTHOR = "Liu, Y.S. and Chen, W.Y. and Qu, H. and Mahmud, S.M.H. and Miao, K.B.",
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with graph convolutional networks",
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@article{bb140275,
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@article{bb140281,
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@article{bb140282,
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Imagery Classification",
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@article{bb140283,
        AUTHOR = "Pu, S.L. and Wu, Y.F. and Sun, X. and Sun, X.T.",
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Filtering",
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@article{bb140284,
        AUTHOR = "Nie, W.Z. and Ren, M.J. and Liu, A.A. and Mao, Z.D. and Nie, J.",
        TITLE = "M-GCN: Multi-Branch Graph Convolution Network for 2D Image-based on
3D Model Retrieval",
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        PAGES = "1962-1976",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652gracn3.html#TT136289"}

@article{bb140285,
        AUTHOR = "Martineau, M. and Raveaux, R. and Conte, D. and Venturini, G.",
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networks",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652gracn3.html#TT136290"}

@article{bb140286,
        AUTHOR = "Cao, P.P. and Chen, P.P. and Niu, Q.",
        TITLE = "Multi-label image recognition with two-stream dynamic graph
convolution networks",
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@article{bb140287,
        AUTHOR = "Zhang, Z. and Zhang, H.J. and Liu, S. and Xie, Y. and Durrani, T.S.",
        TITLE = "Part-guided graph convolution networks for person re-identification",
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@article{bb140288,
        AUTHOR = "Wang, J. and Liang, J. and Yao, K.X. and Liang, J.Q. and Wang, D.H.",
        TITLE = "Graph convolutional autoencoders with co-learning of graph structure
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@article{bb140289,
        AUTHOR = "Jiang, B. and Sun, P.F. and Luo, B.",
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@article{bb140290,
        AUTHOR = "Mesgaran, M. and Hamza, A.B.",
        TITLE = "Anisotropic Graph Convolutional Network for Semi-Supervised Learning",
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        AUTHOR = "Bai, L. and Cui, L.X. and Jiao, Y.H. and Rossi, L. and Hancock, E.R.",
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for Graph Classification",
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@article{bb140292,
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@article{bb140293,
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@article{bb140294,
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@article{bb140295,
        AUTHOR = "Zheng, R.G. and Chen, W.F. and Feng, G.",
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@inproceedings{bb140299,
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Graph Convolutional Network for 3D Dental Model Segmentation",
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